kidney.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"kidney.ipynb","provenance":[],"collapsed_sections":["EWq_qorUc31P","6-htEnDldiaS"],"toc_visible":true,"mount_file_id":"17-5nXOCWZONjtz5Pl1Gaw3G0wr5XjSoj","authorship_tag":"ABX9TyMFufYPToRwDpFfL+I21+rt"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"6AoPkeUKTD7r","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596634217228,"user_tz":-330,"elapsed":2197,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"64bba741-edc3-4a3e-e3a6-b3ccb483998b"},"source":["cd /content/drive/My Drive/Dava with ML"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/Dava with ML\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lgeapriHT8Gd","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1590352817476,"user_tz":-330,"elapsed":9713,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"cd7af850-080a-4067-f887-88513034cc1e"},"source":["!unzip chronic-kidney-disease.zip"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Archive:  chronic-kidney-disease.zip\n","replace new_model.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: n\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BMSKsOBSUdhb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":70},"executionInfo":{"status":"ok","timestamp":1596634218216,"user_tz":-330,"elapsed":3119,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"020b2233-61a2-4dd0-93a4-c0ff277e095a"},"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":null,"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":"4xjLPkJvf_rg","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"status":"ok","timestamp":1596634223240,"user_tz":-330,"elapsed":8091,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"d28240c2-cc77-4ba1-cc97-6e152c2c6c78"},"source":["ls"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" breast-cancer-wisconsin-data.zip   hepatities.ipynb\n"," Cancer.ipynb                       hepatitisdata.csv\n"," cardiovaskular_dataset.zip         indian_liver_patient.csv\n"," chronic-kidney-disease.zip         indian-liver-patient-records.zip\n","'covid pnemonia.ipynb'              kidney.ipynb\n"," data.csv                           liver.ipynb\n"," Dataset_spine.csv                  model_cancer5.h5\n"," dataset.zip                        model_cancer8.h5\n"," degree_cancer_5.tflite             model_covid.h5\n"," degree_cancer_8.tflite             model_diabeties.h5\n"," degree_covid_mobilenet.tflite      model_heart.h5\n"," degree_covid.tflite                model_kidney.h5\n"," degree_covid_vgg.tflite            model_liver.h5\n"," degree_diabeties.tflite            model_spine.h5\n"," degree_heart.tflite                new_model.csv\n"," degree_kidney.tflite               parkinson_dataset.zip\n"," degree_liver.tflite                Parkinson.ipynb\n"," degreeliver.tflite                 pd_speech_features.csv\n"," degree_spine.tflite                pima-indians-diabetes-database.zip\n"," diabetes.csv                       \u001b[0m\u001b[01;34msaved_model_cancer_5.pbtxt\u001b[0m/\n"," Diabeties.ipynb                    \u001b[01;34msaved_model_cancer_8.pbtxt\u001b[0m/\n"," heart.csv                          \u001b[01;34msaved_model_kidney.pbtxt\u001b[0m/\n"," heart-disease-uci.zip              \u001b[01;34msaved_model_liver.pbtxt\u001b[0m/\n"," heart.ipynb                        Spine.ipynb\n"," hepatiits_dataset.zip              \u001b[01;34mX-RayImageDataSet\u001b[0m/\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"bQTnME-0hYuX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596634224366,"user_tz":-330,"elapsed":9164,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"9cf2885a-8b66-4bb4-cae7-8cf3678c07af"},"source":["dataset=pd.read_csv('new_model.csv')\n","dataset"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Bp</th>\n","      <th>Sg</th>\n","      <th>Al</th>\n","      <th>Su</th>\n","      <th>Rbc</th>\n","      <th>Bu</th>\n","      <th>Sc</th>\n","      <th>Sod</th>\n","      <th>Pot</th>\n","      <th>Hemo</th>\n","      <th>Wbcc</th>\n","      <th>Rbcc</th>\n","      <th>Htn</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>36.0</td>\n","      <td>1.2</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>15.4</td>\n","      <td>7800.0</td>\n","      <td>5.20</td>\n","      <td>1.0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>50.0</td>\n","      <td>1.020</td>\n","      <td>4.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>18.0</td>\n","      <td>0.8</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>11.3</td>\n","      <td>6000.0</td>\n","      <td>4.71</td>\n","      <td>0.0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>80.0</td>\n","      <td>1.010</td>\n","      <td>2.0</td>\n","      <td>3.0</td>\n","      <td>1.0</td>\n","      <td>53.0</td>\n","      <td>1.8</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>9.6</td>\n","      <td>7500.0</td>\n","      <td>4.71</td>\n","      <td>0.0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>70.0</td>\n","      <td>1.005</td>\n","      <td>4.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>56.0</td>\n","      <td>3.8</td>\n","      <td>111.00</td>\n","      <td>2.50</td>\n","      <td>11.2</td>\n","      <td>6700.0</td>\n","      <td>3.90</td>\n","      <td>1.0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>80.0</td>\n","      <td>1.010</td>\n","      <td>2.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>26.0</td>\n","      <td>1.4</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>11.6</td>\n","      <td>7300.0</td>\n","      <td>4.60</td>\n","      <td>0.0</td>\n","      <td>1</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","    </tr>\n","    <tr>\n","      <th>395</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>49.0</td>\n","      <td>0.5</td>\n","      <td>150.00</td>\n","      <td>4.90</td>\n","      <td>15.7</td>\n","      <td>6700.0</td>\n","      <td>4.90</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>396</th>\n","      <td>70.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>31.0</td>\n","      <td>1.2</td>\n","      <td>141.00</td>\n","      <td>3.50</td>\n","      <td>16.5</td>\n","      <td>7800.0</td>\n","      <td>6.20</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>397</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>26.0</td>\n","      <td>0.6</td>\n","      <td>137.00</td>\n","      <td>4.40</td>\n","      <td>15.8</td>\n","      <td>6600.0</td>\n","      <td>5.40</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>398</th>\n","      <td>60.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>50.0</td>\n","      <td>1.0</td>\n","      <td>135.00</td>\n","      <td>4.90</td>\n","      <td>14.2</td>\n","      <td>7200.0</td>\n","      <td>5.90</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>399</th>\n","      <td>80.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>18.0</td>\n","      <td>1.1</td>\n","      <td>141.00</td>\n","      <td>3.50</td>\n","      <td>15.8</td>\n","      <td>6800.0</td>\n","      <td>6.10</td>\n","      <td>0.0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>400 rows × 14 columns</p>\n","</div>"],"text/plain":["       Bp     Sg   Al   Su  Rbc    Bu  ...   Pot  Hemo    Wbcc  Rbcc  Htn  Class\n","0    80.0  1.020  1.0  0.0  1.0  36.0  ...  4.63  15.4  7800.0  5.20  1.0      1\n","1    50.0  1.020  4.0  0.0  1.0  18.0  ...  4.63  11.3  6000.0  4.71  0.0      1\n","2    80.0  1.010  2.0  3.0  1.0  53.0  ...  4.63   9.6  7500.0  4.71  0.0      1\n","3    70.0  1.005  4.0  0.0  1.0  56.0  ...  2.50  11.2  6700.0  3.90  1.0      1\n","4    80.0  1.010  2.0  0.0  1.0  26.0  ...  4.63  11.6  7300.0  4.60  0.0      1\n","..    ...    ...  ...  ...  ...   ...  ...   ...   ...     ...   ...  ...    ...\n","395  80.0  1.020  0.0  0.0  1.0  49.0  ...  4.90  15.7  6700.0  4.90  0.0      0\n","396  70.0  1.025  0.0  0.0  1.0  31.0  ...  3.50  16.5  7800.0  6.20  0.0      0\n","397  80.0  1.020  0.0  0.0  1.0  26.0  ...  4.40  15.8  6600.0  5.40  0.0      0\n","398  60.0  1.025  0.0  0.0  1.0  50.0  ...  4.90  14.2  7200.0  5.90  0.0      0\n","399  80.0  1.025  0.0  0.0  1.0  18.0  ...  3.50  15.8  6800.0  6.10  0.0      0\n","\n","[400 rows x 14 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"-qpNiu0Vnw9m","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":67},"executionInfo":{"status":"ok","timestamp":1596634224368,"user_tz":-330,"elapsed":9116,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"56a9b534-afe4-4173-96be-82147a66faf5"},"source":["dataset.columns"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Bp', 'Sg', 'Al', 'Su', 'Rbc', 'Bu', 'Sc', 'Sod', 'Pot', 'Hemo', 'Wbcc',\n","       'Rbcc', 'Htn', 'Class'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"-R-L-wpuhcCG","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":482},"executionInfo":{"status":"ok","timestamp":1596634224370,"user_tz":-330,"elapsed":9066,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"6108cda8-8e12-422d-c81f-d45f0019a67b"},"source":["dataset.corr()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Bp</th>\n","      <th>Sg</th>\n","      <th>Al</th>\n","      <th>Su</th>\n","      <th>Rbc</th>\n","      <th>Bu</th>\n","      <th>Sc</th>\n","      <th>Sod</th>\n","      <th>Pot</th>\n","      <th>Hemo</th>\n","      <th>Wbcc</th>\n","      <th>Rbcc</th>\n","      <th>Htn</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Bp</th>\n","      <td>1.000000</td>\n","      <td>-0.164057</td>\n","      <td>0.146060</td>\n","      <td>0.190277</td>\n","      <td>-0.151478</td>\n","      <td>0.184173</td>\n","      <td>0.144469</td>\n","      <td>-0.103383</td>\n","      <td>0.066791</td>\n","      <td>-0.279441</td>\n","      <td>0.025963</td>\n","      <td>-0.220827</td>\n","      <td>0.268003</td>\n","      <td>0.290145</td>\n","    </tr>\n","    <tr>\n","      <th>Sg</th>\n","      <td>-0.164057</td>\n","      <td>1.000000</td>\n","      <td>-0.460835</td>\n","      <td>-0.292053</td>\n","      <td>0.253894</td>\n","      <td>-0.249263</td>\n","      <td>-0.176141</td>\n","      <td>0.217456</td>\n","      <td>-0.063450</td>\n","      <td>0.492103</td>\n","      <td>-0.206880</td>\n","      <td>0.443437</td>\n","      <td>-0.318956</td>\n","      <td>-0.659504</td>\n","    </tr>\n","    <tr>\n","      <th>Al</th>\n","      <td>0.146060</td>\n","      <td>-0.460835</td>\n","      <td>1.000000</td>\n","      <td>0.262564</td>\n","      <td>-0.374484</td>\n","      <td>0.405035</td>\n","      <td>0.229396</td>\n","      <td>-0.270709</td>\n","      <td>0.114484</td>\n","      <td>-0.548681</td>\n","      <td>0.200664</td>\n","      <td>-0.454131</td>\n","      <td>0.478309</td>\n","      <td>0.598389</td>\n","    </tr>\n","    <tr>\n","      <th>Su</th>\n","      <td>0.190277</td>\n","      <td>-0.292053</td>\n","      <td>0.262564</td>\n","      <td>1.000000</td>\n","      <td>-0.092940</td>\n","      <td>0.126074</td>\n","      <td>0.094568</td>\n","      <td>-0.053448</td>\n","      <td>0.180098</td>\n","      <td>-0.156875</td>\n","      <td>0.159033</td>\n","      <td>-0.163825</td>\n","      <td>0.253179</td>\n","      <td>0.294555</td>\n","    </tr>\n","    <tr>\n","      <th>Rbc</th>\n","      <td>-0.151478</td>\n","      <td>0.253894</td>\n","      <td>-0.374484</td>\n","      <td>-0.092940</td>\n","      <td>1.000000</td>\n","      <td>-0.236270</td>\n","      <td>-0.138391</td>\n","      <td>0.140568</td>\n","      <td>0.018164</td>\n","      <td>0.280991</td>\n","      <td>-0.002205</td>\n","      <td>0.202298</td>\n","      <td>-0.139342</td>\n","      <td>-0.282642</td>\n","    </tr>\n","    <tr>\n","      <th>Bu</th>\n","      <td>0.184173</td>\n","      <td>-0.249263</td>\n","      <td>0.405035</td>\n","      <td>0.126074</td>\n","      <td>-0.236270</td>\n","      <td>1.000000</td>\n","      <td>0.581176</td>\n","      <td>-0.307357</td>\n","      <td>0.336954</td>\n","      <td>-0.540699</td>\n","      <td>0.041530</td>\n","      <td>-0.465947</td>\n","      <td>0.387503</td>\n","      <td>0.371982</td>\n","    </tr>\n","    <tr>\n","      <th>Sc</th>\n","      <td>0.144469</td>\n","      <td>-0.176141</td>\n","      <td>0.229396</td>\n","      <td>0.094568</td>\n","      <td>-0.138391</td>\n","      <td>0.581176</td>\n","      <td>1.000000</td>\n","      <td>-0.624493</td>\n","      <td>0.205361</td>\n","      <td>-0.342053</td>\n","      <td>-0.005420</td>\n","      <td>-0.323056</td>\n","      <td>0.273904</td>\n","      <td>0.294076</td>\n","    </tr>\n","    <tr>\n","      <th>Sod</th>\n","      <td>-0.103383</td>\n","      <td>0.217456</td>\n","      <td>-0.270709</td>\n","      <td>-0.053448</td>\n","      <td>0.140568</td>\n","      <td>-0.307357</td>\n","      <td>-0.624493</td>\n","      <td>1.000000</td>\n","      <td>0.067414</td>\n","      <td>0.333604</td>\n","      <td>0.006334</td>\n","      <td>0.316883</td>\n","      <td>-0.306501</td>\n","      <td>-0.342268</td>\n","    </tr>\n","    <tr>\n","      <th>Pot</th>\n","      <td>0.066791</td>\n","      <td>-0.063450</td>\n","      <td>0.114484</td>\n","      <td>0.180098</td>\n","      <td>0.018164</td>\n","      <td>0.336954</td>\n","      <td>0.205361</td>\n","      <td>0.067414</td>\n","      <td>1.000000</td>\n","      <td>-0.100612</td>\n","      <td>-0.074057</td>\n","      <td>-0.120418</td>\n","      <td>0.057028</td>\n","      <td>0.077063</td>\n","    </tr>\n","    <tr>\n","      <th>Hemo</th>\n","      <td>-0.279441</td>\n","      <td>0.492103</td>\n","      <td>-0.548681</td>\n","      <td>-0.156875</td>\n","      <td>0.280991</td>\n","      <td>-0.540699</td>\n","      <td>-0.342053</td>\n","      <td>0.333604</td>\n","      <td>-0.100612</td>\n","      <td>1.000000</td>\n","      <td>-0.153806</td>\n","      <td>0.681864</td>\n","      <td>-0.576932</td>\n","      <td>-0.729537</td>\n","    </tr>\n","    <tr>\n","      <th>Wbcc</th>\n","      <td>0.025963</td>\n","      <td>-0.206880</td>\n","      <td>0.200664</td>\n","      <td>0.159033</td>\n","      <td>-0.002205</td>\n","      <td>0.041530</td>\n","      <td>-0.005420</td>\n","      <td>0.006334</td>\n","      <td>-0.074057</td>\n","      <td>-0.153806</td>\n","      <td>1.000000</td>\n","      <td>-0.151380</td>\n","      <td>0.123790</td>\n","      <td>0.205266</td>\n","    </tr>\n","    <tr>\n","      <th>Rbcc</th>\n","      <td>-0.220827</td>\n","      <td>0.443437</td>\n","      <td>-0.454131</td>\n","      <td>-0.163825</td>\n","      <td>0.202298</td>\n","      <td>-0.465947</td>\n","      <td>-0.323056</td>\n","      <td>0.316883</td>\n","      <td>-0.120418</td>\n","      <td>0.681864</td>\n","      <td>-0.151380</td>\n","      <td>1.000000</td>\n","      <td>-0.527051</td>\n","      <td>-0.590248</td>\n","    </tr>\n","    <tr>\n","      <th>Htn</th>\n","      <td>0.268003</td>\n","      <td>-0.318956</td>\n","      <td>0.478309</td>\n","      <td>0.253179</td>\n","      <td>-0.139342</td>\n","      <td>0.387503</td>\n","      <td>0.273904</td>\n","      <td>-0.306501</td>\n","      <td>0.057028</td>\n","      <td>-0.576932</td>\n","      <td>0.123790</td>\n","      <td>-0.527051</td>\n","      <td>1.000000</td>\n","      <td>0.586340</td>\n","    </tr>\n","    <tr>\n","      <th>Class</th>\n","      <td>0.290145</td>\n","      <td>-0.659504</td>\n","      <td>0.598389</td>\n","      <td>0.294555</td>\n","      <td>-0.282642</td>\n","      <td>0.371982</td>\n","      <td>0.294076</td>\n","      <td>-0.342268</td>\n","      <td>0.077063</td>\n","      <td>-0.729537</td>\n","      <td>0.205266</td>\n","      <td>-0.590248</td>\n","      <td>0.586340</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             Bp        Sg        Al  ...      Rbcc       Htn     Class\n","Bp     1.000000 -0.164057  0.146060  ... -0.220827  0.268003  0.290145\n","Sg    -0.164057  1.000000 -0.460835  ...  0.443437 -0.318956 -0.659504\n","Al     0.146060 -0.460835  1.000000  ... -0.454131  0.478309  0.598389\n","Su     0.190277 -0.292053  0.262564  ... -0.163825  0.253179  0.294555\n","Rbc   -0.151478  0.253894 -0.374484  ...  0.202298 -0.139342 -0.282642\n","Bu     0.184173 -0.249263  0.405035  ... -0.465947  0.387503  0.371982\n","Sc     0.144469 -0.176141  0.229396  ... -0.323056  0.273904  0.294076\n","Sod   -0.103383  0.217456 -0.270709  ...  0.316883 -0.306501 -0.342268\n","Pot    0.066791 -0.063450  0.114484  ... -0.120418  0.057028  0.077063\n","Hemo  -0.279441  0.492103 -0.548681  ...  0.681864 -0.576932 -0.729537\n","Wbcc   0.025963 -0.206880  0.200664  ... -0.151380  0.123790  0.205266\n","Rbcc  -0.220827  0.443437 -0.454131  ...  1.000000 -0.527051 -0.590248\n","Htn    0.268003 -0.318956  0.478309  ... -0.527051  1.000000  0.586340\n","Class  0.290145 -0.659504  0.598389  ... -0.590248  0.586340  1.000000\n","\n","[14 rows x 14 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"R9yzXAaXqUHP","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596634224371,"user_tz":-330,"elapsed":9017,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"a2bff658-0044-4d25-da50-ef19b686cd05"},"source":["dataset.isnull().values.any()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["False"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"H35s7ACnq4mx","colab_type":"code","colab":{}},"source":["sns.set(style=\"ticks\", color_codes=True)\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"BmXMZWgXketT","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":637},"executionInfo":{"status":"ok","timestamp":1596634226634,"user_tz":-330,"elapsed":11219,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"0fd95e27-fb72-427c-85c1-23f0de366c00"},"source":["\n","plt.figure(figsize=(30,15))\n","sns.heatmap(dataset.corr(),annot=True)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 2160x1080 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"K9J3pIdXbIlu","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":304},"executionInfo":{"status":"ok","timestamp":1596634226635,"user_tz":-330,"elapsed":11169,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"2a963db4-c920-4929-e5c8-a6a3c283b01d"},"source":["dataset.describe()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Bp</th>\n","      <th>Sg</th>\n","      <th>Al</th>\n","      <th>Su</th>\n","      <th>Rbc</th>\n","      <th>Bu</th>\n","      <th>Sc</th>\n","      <th>Sod</th>\n","      <th>Pot</th>\n","      <th>Hemo</th>\n","      <th>Wbcc</th>\n","      <th>Rbcc</th>\n","      <th>Htn</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.00000</td>\n","      <td>400.00000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","      <td>400.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>76.455000</td>\n","      <td>1.017712</td>\n","      <td>1.015000</td>\n","      <td>0.395000</td>\n","      <td>0.882500</td>\n","      <td>57.40550</td>\n","      <td>3.07235</td>\n","      <td>137.529025</td>\n","      <td>4.627850</td>\n","      <td>12.526900</td>\n","      <td>8406.090000</td>\n","      <td>4.708275</td>\n","      <td>0.369350</td>\n","      <td>0.625000</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>13.476536</td>\n","      <td>0.005434</td>\n","      <td>1.272329</td>\n","      <td>1.040038</td>\n","      <td>0.322418</td>\n","      <td>49.28597</td>\n","      <td>5.61749</td>\n","      <td>9.204273</td>\n","      <td>2.819783</td>\n","      <td>2.716171</td>\n","      <td>2523.219976</td>\n","      <td>0.840315</td>\n","      <td>0.482023</td>\n","      <td>0.484729</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>50.000000</td>\n","      <td>1.005000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.50000</td>\n","      <td>0.40000</td>\n","      <td>4.500000</td>\n","      <td>2.500000</td>\n","      <td>3.100000</td>\n","      <td>2200.000000</td>\n","      <td>2.100000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>70.000000</td>\n","      <td>1.015000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>27.00000</td>\n","      <td>0.90000</td>\n","      <td>135.000000</td>\n","      <td>4.000000</td>\n","      <td>10.875000</td>\n","      <td>6975.000000</td>\n","      <td>4.500000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>78.000000</td>\n","      <td>1.020000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>44.00000</td>\n","      <td>1.40000</td>\n","      <td>137.530000</td>\n","      <td>4.630000</td>\n","      <td>12.530000</td>\n","      <td>8406.000000</td>\n","      <td>4.710000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>80.000000</td>\n","      <td>1.020000</td>\n","      <td>2.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>61.75000</td>\n","      <td>3.07000</td>\n","      <td>141.000000</td>\n","      <td>4.800000</td>\n","      <td>14.625000</td>\n","      <td>9400.000000</td>\n","      <td>5.100000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>180.000000</td>\n","      <td>1.025000</td>\n","      <td>5.000000</td>\n","      <td>5.000000</td>\n","      <td>1.000000</td>\n","      <td>391.00000</td>\n","      <td>76.00000</td>\n","      <td>163.000000</td>\n","      <td>47.000000</td>\n","      <td>17.800000</td>\n","      <td>26400.000000</td>\n","      <td>8.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["               Bp          Sg          Al  ...        Rbcc         Htn       Class\n","count  400.000000  400.000000  400.000000  ...  400.000000  400.000000  400.000000\n","mean    76.455000    1.017712    1.015000  ...    4.708275    0.369350    0.625000\n","std     13.476536    0.005434    1.272329  ...    0.840315    0.482023    0.484729\n","min     50.000000    1.005000    0.000000  ...    2.100000    0.000000    0.000000\n","25%     70.000000    1.015000    0.000000  ...    4.500000    0.000000    0.000000\n","50%     78.000000    1.020000    1.000000  ...    4.710000    0.000000    1.000000\n","75%     80.000000    1.020000    2.000000  ...    5.100000    1.000000    1.000000\n","max    180.000000    1.025000    5.000000  ...    8.000000    1.000000    1.000000\n","\n","[8 rows x 14 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"NDfpCtjSa6-4","colab_type":"text"},"source":["##Splitting of Data"]},{"cell_type":"code","metadata":{"id":"WwiWGsqpq24O","colab_type":"code","colab":{}},"source":["features=dataset.iloc[:,:-1]\n","labels=dataset.iloc[:,[-1]]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"l9QNAJWXlEXt","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596634226638,"user_tz":-330,"elapsed":11114,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"1f5180bd-88d1-4d42-d9c6-af51ad988e02"},"source":["features"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Bp</th>\n","      <th>Sg</th>\n","      <th>Al</th>\n","      <th>Su</th>\n","      <th>Rbc</th>\n","      <th>Bu</th>\n","      <th>Sc</th>\n","      <th>Sod</th>\n","      <th>Pot</th>\n","      <th>Hemo</th>\n","      <th>Wbcc</th>\n","      <th>Rbcc</th>\n","      <th>Htn</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>36.0</td>\n","      <td>1.2</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>15.4</td>\n","      <td>7800.0</td>\n","      <td>5.20</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>50.0</td>\n","      <td>1.020</td>\n","      <td>4.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>18.0</td>\n","      <td>0.8</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>11.3</td>\n","      <td>6000.0</td>\n","      <td>4.71</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>80.0</td>\n","      <td>1.010</td>\n","      <td>2.0</td>\n","      <td>3.0</td>\n","      <td>1.0</td>\n","      <td>53.0</td>\n","      <td>1.8</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>9.6</td>\n","      <td>7500.0</td>\n","      <td>4.71</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>70.0</td>\n","      <td>1.005</td>\n","      <td>4.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>56.0</td>\n","      <td>3.8</td>\n","      <td>111.00</td>\n","      <td>2.50</td>\n","      <td>11.2</td>\n","      <td>6700.0</td>\n","      <td>3.90</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>80.0</td>\n","      <td>1.010</td>\n","      <td>2.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>26.0</td>\n","      <td>1.4</td>\n","      <td>137.53</td>\n","      <td>4.63</td>\n","      <td>11.6</td>\n","      <td>7300.0</td>\n","      <td>4.60</td>\n","      <td>0.0</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","    </tr>\n","    <tr>\n","      <th>395</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>49.0</td>\n","      <td>0.5</td>\n","      <td>150.00</td>\n","      <td>4.90</td>\n","      <td>15.7</td>\n","      <td>6700.0</td>\n","      <td>4.90</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>396</th>\n","      <td>70.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>31.0</td>\n","      <td>1.2</td>\n","      <td>141.00</td>\n","      <td>3.50</td>\n","      <td>16.5</td>\n","      <td>7800.0</td>\n","      <td>6.20</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>397</th>\n","      <td>80.0</td>\n","      <td>1.020</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>26.0</td>\n","      <td>0.6</td>\n","      <td>137.00</td>\n","      <td>4.40</td>\n","      <td>15.8</td>\n","      <td>6600.0</td>\n","      <td>5.40</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>398</th>\n","      <td>60.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>50.0</td>\n","      <td>1.0</td>\n","      <td>135.00</td>\n","      <td>4.90</td>\n","      <td>14.2</td>\n","      <td>7200.0</td>\n","      <td>5.90</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>399</th>\n","      <td>80.0</td>\n","      <td>1.025</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>18.0</td>\n","      <td>1.1</td>\n","      <td>141.00</td>\n","      <td>3.50</td>\n","      <td>15.8</td>\n","      <td>6800.0</td>\n","      <td>6.10</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>400 rows × 13 columns</p>\n","</div>"],"text/plain":["       Bp     Sg   Al   Su  Rbc    Bu  ...     Sod   Pot  Hemo    Wbcc  Rbcc  Htn\n","0    80.0  1.020  1.0  0.0  1.0  36.0  ...  137.53  4.63  15.4  7800.0  5.20  1.0\n","1    50.0  1.020  4.0  0.0  1.0  18.0  ...  137.53  4.63  11.3  6000.0  4.71  0.0\n","2    80.0  1.010  2.0  3.0  1.0  53.0  ...  137.53  4.63   9.6  7500.0  4.71  0.0\n","3    70.0  1.005  4.0  0.0  1.0  56.0  ...  111.00  2.50  11.2  6700.0  3.90  1.0\n","4    80.0  1.010  2.0  0.0  1.0  26.0  ...  137.53  4.63  11.6  7300.0  4.60  0.0\n","..    ...    ...  ...  ...  ...   ...  ...     ...   ...   ...     ...   ...  ...\n","395  80.0  1.020  0.0  0.0  1.0  49.0  ...  150.00  4.90  15.7  6700.0  4.90  0.0\n","396  70.0  1.025  0.0  0.0  1.0  31.0  ...  141.00  3.50  16.5  7800.0  6.20  0.0\n","397  80.0  1.020  0.0  0.0  1.0  26.0  ...  137.00  4.40  15.8  6600.0  5.40  0.0\n","398  60.0  1.025  0.0  0.0  1.0  50.0  ...  135.00  4.90  14.2  7200.0  5.90  0.0\n","399  80.0  1.025  0.0  0.0  1.0  18.0  ...  141.00  3.50  15.8  6800.0  6.10  0.0\n","\n","[400 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"u2VBi3ATbQws","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596634226639,"user_tz":-330,"elapsed":11071,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"5ace5478-8221-45ae-8480-9e41cd127513"},"source":["labels"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>395</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>396</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>397</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>398</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>399</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>400 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","0        1\n","1        1\n","2        1\n","3        1\n","4        1\n","..     ...\n","395      0\n","396      0\n","397      0\n","398      0\n","399      0\n","\n","[400 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"CgDt98osbRzC","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":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"0iLyWp1lbbZ4","colab_type":"text"},"source":["##Logistic Regression"]},{"cell_type":"code","metadata":{"id":"HWSB_FahbZTz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":154},"executionInfo":{"status":"ok","timestamp":1596174039994,"user_tz":-330,"elapsed":1221,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"8005bce1-2891-41b0-a0c6-9016a12df1a1"},"source":["model=LogisticRegression(max_iter=1000)\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/utils/validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  y = column_or_1d(y, warn=True)\n"],"name":"stderr"},{"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=1000,\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":15}]},{"cell_type":"code","metadata":{"id":"GmdpD5FPbhWl","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"M4WoE2V2bnIl","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174040004,"user_tz":-330,"elapsed":781,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"32aedc38-b488-45a6-a61a-ff9130ae3eef"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.975"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"AfUJR-b7bp5U","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596174042977,"user_tz":-330,"elapsed":1140,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"3bfc5ac2-ccd1-43c0-8a24-78da2176449f"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1,\n","       0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"1ie3RLk2buF_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596174043424,"user_tz":-330,"elapsed":773,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"7c94d16a-6d96-4451-a6a1-b72d352e2717"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>209</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>210</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>369</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>289</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>80 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","209      1\n","280      0\n","33       1\n","210      1\n","93       1\n","..     ...\n","246      1\n","227      1\n","369      0\n","176      1\n","289      0\n","\n","[80 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"0RalndosbziW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596174044994,"user_tz":-330,"elapsed":2118,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"a764135e-0f3e-4464-9fe5-5dcc2e79bc94"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.96      0.96      0.96        28\n","           1       0.98      0.98      0.98        52\n","\n","    accuracy                           0.97        80\n","   macro avg       0.97      0.97      0.97        80\n","weighted avg       0.97      0.97      0.97        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"_SIt83YVb6sL","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596174044995,"user_tz":-330,"elapsed":1933,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"8cd2eb05-fbec-44ef-9f2d-59c725d26d28"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[27  1]\n"," [ 1 51]]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"m9s4Iiz4cAY_","colab_type":"text"},"source":["##KNN"]},{"cell_type":"code","metadata":{"id":"8lzY90J5b82i","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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"_YmI3KnycFQr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1596174044997,"user_tz":-330,"elapsed":1250,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"060e43cd-09bc-4cc2-92a5-e95bfa13fcfa"},"source":["model=GridSearchCV(knn,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_search.py:739: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  self.best_estimator_.fit(X, y, **fit_params)\n"],"name":"stderr"},{"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":23}]},{"cell_type":"code","metadata":{"id":"hpjHo2n5cIGw","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174044999,"user_tz":-330,"elapsed":1012,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"4fdb2ecc-58c2-4fff-89d0-f72ea03ca754"},"source":["model.best_params_"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'n_neighbors': 1}"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"code","metadata":{"id":"uQZZW99PcLdX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":121},"executionInfo":{"status":"ok","timestamp":1596174045451,"user_tz":-330,"elapsed":1268,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"eedb04b6-7ef7-4358-873b-38fafd50cbcf"},"source":["model=KNeighborsClassifier(n_neighbors=10)\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  \n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n","                     metric_params=None, n_jobs=None, n_neighbors=10, p=2,\n","                     weights='uniform')"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"id":"tEGF9W8ccPyK","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"25zX9TCucSO6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174046677,"user_tz":-330,"elapsed":2032,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"117e9c2f-6942-4829-e99e-18498b9e7f62"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.725"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"id":"edisbD0-cUvk","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596174046679,"user_tz":-330,"elapsed":1805,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"16c130ae-e7a6-42d6-ce89-6ee0b672a238"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.57      0.86      0.69        28\n","           1       0.89      0.65      0.76        52\n","\n","    accuracy                           0.73        80\n","   macro avg       0.73      0.76      0.72        80\n","weighted avg       0.78      0.72      0.73        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"miLkHaeUclbe","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596174046681,"user_tz":-330,"elapsed":1546,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"71016eb5-c18d-46f4-80d1-0678f253ee96"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[24  4]\n"," [18 34]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Jcf0blpOcwk2","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596174047380,"user_tz":-330,"elapsed":2055,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"5ee9978d-1bea-4e78-aeef-83b83a6add1c"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1,\n","       0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1,\n","       1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0])"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"code","metadata":{"id":"h-pof8OXcyTM","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596174047383,"user_tz":-330,"elapsed":1834,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"a6201ab5-a67f-47f6-ac94-5aa5d6de9fff"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>209</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>210</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>369</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>289</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>80 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","209      1\n","280      0\n","33       1\n","210      1\n","93       1\n","..     ...\n","246      1\n","227      1\n","369      0\n","176      1\n","289      0\n","\n","[80 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"markdown","metadata":{"id":"EWq_qorUc31P","colab_type":"text"},"source":["##Decision Tree"]},{"cell_type":"code","metadata":{"id":"pydnj0rMc1Fo","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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"89SFAxMLc82L","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":319},"executionInfo":{"status":"ok","timestamp":1596174047793,"user_tz":-330,"elapsed":1348,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"b58fc6c0-1f42-4849-c19e-b9bf5c830254"},"source":["model=GridSearchCV(dt,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":null,"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":33}]},{"cell_type":"code","metadata":{"id":"mWbrJT2Zc_3h","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174051000,"user_tz":-330,"elapsed":937,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"8cd02ca3-1b2c-42d5-8f78-03e67a73eb27"},"source":["model.best_params_"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'max_depth': 10}"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"code","metadata":{"id":"KdgeZO95dCsP","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":118},"executionInfo":{"status":"ok","timestamp":1596174057782,"user_tz":-330,"elapsed":1302,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"a54d0c28-74e8-403e-8c43-c873a5dd7001"},"source":["model=DecisionTreeClassifier(max_depth=10)\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n","                       max_depth=10, 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":35}]},{"cell_type":"code","metadata":{"id":"WGkhZQg_dHY1","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"X_TV9xq2dJ_N","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174057786,"user_tz":-330,"elapsed":830,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"69821d61-390e-45f2-eccb-b05beeaa9f45"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9875"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"id":"ynD_lJv-dMGV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596174059590,"user_tz":-330,"elapsed":635,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"cf6909f3-fd71-475a-b2f0-1f11c42337da"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.97      1.00      0.98        28\n","           1       1.00      0.98      0.99        52\n","\n","    accuracy                           0.99        80\n","   macro avg       0.98      0.99      0.99        80\n","weighted avg       0.99      0.99      0.99        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"f9ibnmqFdQPS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596174061564,"user_tz":-330,"elapsed":1790,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"4b85cb2b-cfde-4a49-dd55-276a1b1bddb4"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[28  0]\n"," [ 1 51]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"aPEq9QVQdTWu","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596174062569,"user_tz":-330,"elapsed":1890,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"f31cc4a8-7d3d-47d0-e906-7d2179befce7"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1,\n","       0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"code","metadata":{"id":"dQA3V5Vxdf7_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596174062573,"user_tz":-330,"elapsed":1132,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"aa81f511-65be-48fb-ba37-96f2de9f04ae"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>209</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>210</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>369</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>289</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>80 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","209      1\n","280      0\n","33       1\n","210      1\n","93       1\n","..     ...\n","246      1\n","227      1\n","369      0\n","176      1\n","289      0\n","\n","[80 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"markdown","metadata":{"id":"6-htEnDldiaS","colab_type":"text"},"source":["##SVM"]},{"cell_type":"code","metadata":{"id":"IUvaArNHdhMj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":138},"executionInfo":{"status":"ok","timestamp":1596174071562,"user_tz":-330,"elapsed":7654,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"871332e9-cec2-4e5e-b312-369efb377a35"},"source":["model=SVC(kernel='linear')\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/utils/validation.py:760: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  y = column_or_1d(y, warn=True)\n"],"name":"stderr"},{"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='linear',\n","    max_iter=-1, probability=False, random_state=None, shrinking=True,\n","    tol=0.001, verbose=False)"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"code","metadata":{"id":"qoVPUKE-dmul","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"2SHdwmFmdoya","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174071570,"user_tz":-330,"elapsed":6373,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"b6c805bd-fa96-4471-d23e-d1fe96b27e1f"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9625"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"code","metadata":{"id":"wIim1bAEdq9p","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596174125930,"user_tz":-330,"elapsed":1628,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"4ea60e20-42a0-48a4-9794-a70940c5f6b1"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.96      0.93      0.95        28\n","           1       0.96      0.98      0.97        52\n","\n","    accuracy                           0.96        80\n","   macro avg       0.96      0.95      0.96        80\n","weighted avg       0.96      0.96      0.96        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"JHI2_NbmeJms","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596174126402,"user_tz":-330,"elapsed":637,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"f677a9f4-9feb-4e75-8903-b9cb725f2f2a"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[26  2]\n"," [ 1 51]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"fTA92j4ieLpd","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596174131525,"user_tz":-330,"elapsed":1598,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"3b9fac2a-606b-4ffb-cd3a-a7b28419237c"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1,\n","       0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":47}]},{"cell_type":"code","metadata":{"id":"wAhd6m6yeNbq","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596174132927,"user_tz":-330,"elapsed":647,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"3c2b4886-dc4b-4c1f-85a8-6960fe7183b5"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>209</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>210</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>369</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>289</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>80 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","209      1\n","280      0\n","33       1\n","210      1\n","93       1\n","..     ...\n","246      1\n","227      1\n","369      0\n","176      1\n","289      0\n","\n","[80 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":48}]},{"cell_type":"markdown","metadata":{"id":"b5npxGYWeRla","colab_type":"text"},"source":["##Random Forest Classifier"]},{"cell_type":"code","metadata":{"id":"Ui3n2LrpeO4O","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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"T-gqqN2lfBWp","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1596174376613,"user_tz":-330,"elapsed":241920,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"463f3983-709f-4ac9-b48e-3cde531cbb7d"},"source":["model=GridSearchCV(rfc,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_validation.py:515: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  estimator.fit(X_train, y_train, **fit_params)\n","/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_search.py:739: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n","  self.best_estimator_.fit(X, y, **fit_params)\n"],"name":"stderr"},{"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":50}]},{"cell_type":"code","metadata":{"id":"_WsJ3AyPfEyb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174376619,"user_tz":-330,"elapsed":237186,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"acbc84ca-65fd-4637-b192-f6bc9f093f01"},"source":["model.best_params_"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'max_depth': 3, 'n_estimators': 90}"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"code","metadata":{"id":"wXUZ-E6ZKDw3","colab_type":"code","colab":{}},"source":["model=model.best_estimator_"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"anuLw44mKGp_","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"MX1E0GC2KJ5X","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596174733873,"user_tz":-330,"elapsed":1093,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"19eb9626-c038-4526-dbe7-f5311892f27f"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.0"]},"metadata":{"tags":[]},"execution_count":54}]},{"cell_type":"code","metadata":{"id":"3XjoSpR5KMEk","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596174738195,"user_tz":-330,"elapsed":1028,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"27bf789c-d5ad-45e0-f8df-e82cf6d2b51c"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       1.00      1.00      1.00        28\n","           1       1.00      1.00      1.00        52\n","\n","    accuracy                           1.00        80\n","   macro avg       1.00      1.00      1.00        80\n","weighted avg       1.00      1.00      1.00        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"901eUh8VKQK1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596174741262,"user_tz":-330,"elapsed":978,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"f9e28055-7388-4f18-d5fc-965a53035b96"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[28  0]\n"," [ 0 52]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"4NbYrvSBKTOv","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596174746325,"user_tz":-330,"elapsed":1055,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"ff23600c-9b83-4b5c-9dfb-8f1c8af98bd5"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1,\n","       0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"code","metadata":{"id":"2B8TRlz0KVP5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":402},"executionInfo":{"status":"ok","timestamp":1596174757535,"user_tz":-330,"elapsed":1572,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"1273d7ec-2569-4456-c0e3-213d753368a0"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>209</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>280</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>210</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>369</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>289</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>80 rows × 1 columns</p>\n","</div>"],"text/plain":["     Class\n","209      1\n","280      0\n","33       1\n","210      1\n","93       1\n","..     ...\n","246      1\n","227      1\n","369      0\n","176      1\n","289      0\n","\n","[80 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":58}]},{"cell_type":"markdown","metadata":{"id":"2HKAPJc-bhoF","colab_type":"text"},"source":["#Neural Networks"]},{"cell_type":"code","metadata":{"id":"YKAZ4bECKWgk","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"g6LWmsd6yU3x","colab_type":"code","colab":{}},"source":["from tensorflow.keras.layers import Dense\n","from tensorflow.keras.models import Sequential"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"yfESmuJjH4Uo","colab_type":"code","colab":{}},"source":["from keras.utils.np_utils import to_categorical\n","label_train=to_categorical(label_train)\n","label_test=to_categorical(label_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"EyuZ1Rpvcbjw","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596634451917,"user_tz":-330,"elapsed":1046,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"9f375fb2-edb3-46a8-b47b-9ca805d0812e"},"source":["feature_train.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(320, 13)"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"KJ1EU7vuGi4s","colab_type":"code","colab":{}},"source":["model=Sequential()\n","model.add(Dense(300,input_shape=[13],activation='relu'))\n","model.add(Dense(2,activation='sigmoid'))\n","model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"-nPjOwujHC2m","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":218},"executionInfo":{"status":"ok","timestamp":1596634452598,"user_tz":-330,"elapsed":1225,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"ad76ba5d-67f5-4667-fa51-7687da68efeb"},"source":["model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"sequential_2\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","dense_4 (Dense)              (None, 300)               4200      \n","_________________________________________________________________\n","dense_5 (Dense)              (None, 2)                 602       \n","=================================================================\n","Total params: 4,802\n","Trainable params: 4,802\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"N3ZgI-DUHZfU","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1596634503930,"user_tz":-330,"elapsed":4468,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"1926cf6b-07e9-4dec-92f6-1ced5e5cf5d2"},"source":["model.fit(feature_train,label_train,epochs=100)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Epoch 1/100\n","10/10 [==============================] - 0s 2ms/step - loss: 2.1380 - accuracy: 0.8531\n","Epoch 2/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.9375\n","Epoch 3/100\n","10/10 [==============================] - 0s 2ms/step - loss: 2.9370 - accuracy: 0.8188\n","Epoch 4/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.4059 - accuracy: 0.9125\n","Epoch 5/100\n","10/10 [==============================] - 0s 2ms/step - loss: 2.2538 - accuracy: 0.8531\n","Epoch 6/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.0606 - accuracy: 0.9094\n","Epoch 7/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4014 - accuracy: 0.9531\n","Epoch 8/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3570 - accuracy: 0.9469\n","Epoch 9/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.0029 - accuracy: 0.9156\n","Epoch 10/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3331 - accuracy: 0.9406\n","Epoch 11/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3499 - accuracy: 0.9438\n","Epoch 12/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3202 - accuracy: 0.9438\n","Epoch 13/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3673 - accuracy: 0.9531\n","Epoch 14/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3882 - accuracy: 0.9594\n","Epoch 15/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.4230 - accuracy: 0.9406\n","Epoch 16/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3447 - accuracy: 0.9563\n","Epoch 17/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.2952 - accuracy: 0.9625\n","Epoch 18/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5773 - accuracy: 0.9469\n","Epoch 19/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4252 - accuracy: 0.9375\n","Epoch 20/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6422 - accuracy: 0.9406\n","Epoch 21/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4525 - accuracy: 0.9219\n","Epoch 22/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5839 - accuracy: 0.9281\n","Epoch 23/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8484 - accuracy: 0.9062\n","Epoch 24/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4530 - accuracy: 0.9563\n","Epoch 25/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4565 - accuracy: 0.9438\n","Epoch 26/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3408 - accuracy: 0.9531\n","Epoch 27/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3548 - accuracy: 0.9500\n","Epoch 28/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.2816 - accuracy: 0.9469\n","Epoch 29/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3396 - accuracy: 0.9469\n","Epoch 30/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.7570 - accuracy: 0.9219\n","Epoch 31/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4695 - accuracy: 0.9469\n","Epoch 32/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.3186 - accuracy: 0.8969\n","Epoch 33/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.4451 - accuracy: 0.8875\n","Epoch 34/100\n","10/10 [==============================] - 0s 2ms/step - loss: 2.4937 - accuracy: 0.8438\n","Epoch 35/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.9983 - accuracy: 0.8906\n","Epoch 36/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.9691 - accuracy: 0.9531\n","Epoch 37/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3966 - accuracy: 0.9563\n","Epoch 38/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6540 - accuracy: 0.9375\n","Epoch 39/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4662 - accuracy: 0.9531\n","Epoch 40/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4760 - accuracy: 0.9563\n","Epoch 41/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8923 - accuracy: 0.9125\n","Epoch 42/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8374 - accuracy: 0.9344\n","Epoch 43/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.7427 - accuracy: 0.9250\n","Epoch 44/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8614 - accuracy: 0.9125\n","Epoch 45/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5731 - accuracy: 0.9375\n","Epoch 46/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4315 - accuracy: 0.9500\n","Epoch 47/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.2330 - accuracy: 0.8938\n","Epoch 48/100\n","10/10 [==============================] - 0s 2ms/step - loss: 3.6934 - accuracy: 0.7750\n","Epoch 49/100\n","10/10 [==============================] - 0s 2ms/step - loss: 3.5605 - accuracy: 0.8250\n","Epoch 50/100\n","10/10 [==============================] - 0s 2ms/step - loss: 2.7330 - accuracy: 0.8250\n","Epoch 51/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.8651 - accuracy: 0.9375\n","Epoch 52/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5316 - accuracy: 0.9438\n","Epoch 53/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8168 - accuracy: 0.9344\n","Epoch 54/100\n","10/10 [==============================] - 0s 3ms/step - loss: 1.2914 - accuracy: 0.9125\n","Epoch 55/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.3626 - accuracy: 0.9062\n","Epoch 56/100\n","10/10 [==============================] - 0s 3ms/step - loss: 1.2184 - accuracy: 0.9156\n","Epoch 57/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4728 - accuracy: 0.9438\n","Epoch 58/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8136 - accuracy: 0.9406\n","Epoch 59/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.8361 - accuracy: 0.9344\n","Epoch 60/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.9410 - accuracy: 0.9187\n","Epoch 61/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4002 - accuracy: 0.9312\n","Epoch 62/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.2715 - accuracy: 0.9531\n","Epoch 63/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3443 - accuracy: 0.9438\n","Epoch 64/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4194 - accuracy: 0.9469\n","Epoch 65/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5499 - accuracy: 0.9312\n","Epoch 66/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5629 - accuracy: 0.9531\n","Epoch 67/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4070 - accuracy: 0.9594\n","Epoch 68/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4816 - accuracy: 0.9469\n","Epoch 69/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3298 - accuracy: 0.9531\n","Epoch 70/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8922 - accuracy: 0.9219\n","Epoch 71/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.3479 - accuracy: 0.9438\n","Epoch 72/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6510 - accuracy: 0.9406\n","Epoch 73/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6409 - accuracy: 0.9375\n","Epoch 74/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.3652 - accuracy: 0.8781\n","Epoch 75/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8807 - accuracy: 0.9000\n","Epoch 76/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.0334 - accuracy: 0.9219\n","Epoch 77/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.6600 - accuracy: 0.8687\n","Epoch 78/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.4097 - accuracy: 0.8938\n","Epoch 79/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.5424 - accuracy: 0.8719\n","Epoch 80/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.0861 - accuracy: 0.9125\n","Epoch 81/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.7320 - accuracy: 0.9312\n","Epoch 82/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5611 - accuracy: 0.9531\n","Epoch 83/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.5443 - accuracy: 0.9438\n","Epoch 84/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.4333 - accuracy: 0.9469\n","Epoch 85/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.4141 - accuracy: 0.9594\n","Epoch 86/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.5094 - accuracy: 0.9187\n","Epoch 87/100\n","10/10 [==============================] - 0s 3ms/step - loss: 1.3966 - accuracy: 0.9125\n","Epoch 88/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8856 - accuracy: 0.9500\n","Epoch 89/100\n","10/10 [==============================] - 0s 3ms/step - loss: 1.9479 - accuracy: 0.8813\n","Epoch 90/100\n","10/10 [==============================] - 0s 3ms/step - loss: 3.6085 - accuracy: 0.8094\n","Epoch 91/100\n","10/10 [==============================] - 0s 3ms/step - loss: 7.0276 - accuracy: 0.7156\n","Epoch 92/100\n","10/10 [==============================] - 0s 2ms/step - loss: 7.1423 - accuracy: 0.7406\n","Epoch 93/100\n","10/10 [==============================] - 0s 2ms/step - loss: 3.3407 - accuracy: 0.8281\n","Epoch 94/100\n","10/10 [==============================] - 0s 3ms/step - loss: 1.9132 - accuracy: 0.9062\n","Epoch 95/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.8957 - accuracy: 0.9469\n","Epoch 96/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6566 - accuracy: 0.9563\n","Epoch 97/100\n","10/10 [==============================] - 0s 3ms/step - loss: 0.6427 - accuracy: 0.9438\n","Epoch 98/100\n","10/10 [==============================] - 0s 2ms/step - loss: 0.6609 - accuracy: 0.9281\n","Epoch 99/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.7665 - accuracy: 0.8938\n","Epoch 100/100\n","10/10 [==============================] - 0s 2ms/step - loss: 1.1853 - accuracy: 0.9406\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["<tensorflow.python.keras.callbacks.History at 0x7ff349fd7390>"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"yo4O0WVgHt7H","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"jH3QimRiHxoS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1596634507591,"user_tz":-330,"elapsed":856,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"719a7363-8730-47d1-ad82-f478bd93c4fc"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1.63414236e-02, 1.00000000e+00],\n","       [3.07715684e-02, 1.00000000e+00],\n","       [1.97147484e-33, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 4.06243093e-03],\n","       [1.44370943e-01, 1.00000000e+00],\n","       [9.99972105e-01, 9.99980092e-01],\n","       [1.85145090e-17, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 1.05451427e-01],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [4.49149554e-15, 1.00000000e+00],\n","       [1.00000000e+00, 7.68692434e-01],\n","       [1.00000000e+00, 5.24092495e-01],\n","       [8.58425159e-22, 1.00000000e+00],\n","       [1.00000000e+00, 1.34008311e-04],\n","       [4.53400938e-18, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 1.69869303e-03],\n","       [9.99999285e-01, 9.99999046e-01],\n","       [1.79678096e-07, 1.00000000e+00],\n","       [1.00000000e+00, 3.43531952e-04],\n","       [3.77925406e-19, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 5.64796507e-01],\n","       [2.54708813e-17, 1.00000000e+00],\n","       [1.00000000e+00, 8.08307028e-04],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 5.74145583e-04],\n","       [8.31266810e-34, 1.00000000e+00],\n","       [8.18396457e-15, 1.00000000e+00],\n","       [7.19745835e-23, 1.00000000e+00],\n","       [8.42337374e-18, 1.00000000e+00],\n","       [1.00000000e+00, 3.64151674e-07],\n","       [3.26021952e-35, 1.00000000e+00],\n","       [5.80069820e-34, 1.00000000e+00],\n","       [1.00000000e+00, 1.38032652e-09],\n","       [5.27795882e-31, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.43423563e-07, 1.00000000e+00],\n","       [8.89177707e-12, 1.00000000e+00],\n","       [1.00000000e+00, 3.27721477e-06],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [3.67448575e-25, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [9.21372478e-25, 1.00000000e+00],\n","       [9.99999285e-01, 9.94866133e-01],\n","       [1.00000000e+00, 9.96958256e-01],\n","       [1.00000000e+00, 8.37969822e-07],\n","       [2.11781967e-19, 1.00000000e+00],\n","       [1.00000000e+00, 1.92390487e-01],\n","       [2.77646776e-37, 1.00000000e+00],\n","       [2.09946763e-23, 1.00000000e+00],\n","       [1.01016277e-25, 1.00000000e+00],\n","       [5.37767066e-29, 1.00000000e+00],\n","       [9.99627233e-01, 1.00000000e+00],\n","       [5.22320532e-21, 1.00000000e+00],\n","       [1.00000000e+00, 5.51057281e-03],\n","       [9.99996543e-01, 9.99999881e-01],\n","       [4.15238685e-22, 1.00000000e+00],\n","       [1.32514437e-29, 1.00000000e+00],\n","       [5.46805369e-27, 1.00000000e+00],\n","       [1.00000000e+00, 3.13302116e-05],\n","       [9.90973115e-01, 1.00000000e+00],\n","       [9.99995112e-01, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 6.18376970e-01],\n","       [1.11133317e-15, 1.00000000e+00],\n","       [5.51415229e-29, 1.00000000e+00],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 9.99969363e-01],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [6.22143315e-09, 1.00000000e+00],\n","       [1.00000000e+00, 9.99999642e-01],\n","       [0.00000000e+00, 1.00000000e+00],\n","       [1.00000000e+00, 9.12401629e-06]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":47}]},{"cell_type":"code","metadata":{"id":"ep3WnxSXIPA1","colab_type":"code","colab":{}},"source":["label_pred=np.argmax(label_pred,axis=1)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"lphr8u7vIVFz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596634509449,"user_tz":-330,"elapsed":837,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"3c7a8153-13ee-43ae-d0d2-a1c6ce7d4307"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,\n","       0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"code","metadata":{"id":"bF0o9t3JIYv8","colab_type":"code","colab":{}},"source":["label_test=np.argmax(label_test,axis=1)\n","label_train=np.argmax(label_train,axis=1)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"k2jgZ12YHt7Y","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1596634512568,"user_tz":-330,"elapsed":1051,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"2334a287-f5f4-4d6e-d5bb-0a8e2314313d"},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.925"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"hGgqpn3DHt7h","colab":{"base_uri":"https://localhost:8080/","height":168},"executionInfo":{"status":"ok","timestamp":1596634518801,"user_tz":-330,"elapsed":1602,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"c049f40b-5f8e-4d38-e79c-0d0e464d3153"},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.96      0.82      0.88        28\n","           1       0.91      0.98      0.94        52\n","\n","    accuracy                           0.93        80\n","   macro avg       0.93      0.90      0.91        80\n","weighted avg       0.93      0.93      0.92        80\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"NIoj3cocHt7p","colab":{"base_uri":"https://localhost:8080/","height":50},"executionInfo":{"status":"ok","timestamp":1596634521466,"user_tz":-330,"elapsed":1239,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"f45041cd-22fb-4806-d992-59c9b127c961"},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[23  5]\n"," [ 1 51]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"dyDuZuNSHt7y","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596634527495,"user_tz":-330,"elapsed":1288,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"5913cba1-5d0f-450e-9254-501f5ec821e6"},"source":["label_pred"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,\n","       0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":54}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"6j1-UgcHHt75","colab":{"base_uri":"https://localhost:8080/","height":84},"executionInfo":{"status":"ok","timestamp":1596634528201,"user_tz":-330,"elapsed":1190,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"516dd26f-6935-4851-8b00-68065d707a56"},"source":["label_test"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n","       0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n","       1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1,\n","       0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0])"]},"metadata":{"tags":[]},"execution_count":55}]},{"cell_type":"code","metadata":{"id":"qzt51bFAIpI_","colab_type":"code","colab":{}},"source":["import tensorflow\n","\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"k3WXmzJ1ruVh","colab_type":"code","colab":{}},"source":["model.save('model_kidney.h5')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"hUrdaX3dQKzQ","colab_type":"code","colab":{}},"source":["# We need to create a TFLite Converter Object from model we created\n","\n","converter = tensorflow.lite.TFLiteConverter.from_keras_model(model=model)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"sP4YeOIUQPHB","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":171},"executionInfo":{"status":"ok","timestamp":1596634538780,"user_tz":-330,"elapsed":2656,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"outputId":"b90b902f-35c1-4400-f610-bd2840212aac"},"source":["# Create a tflite model object from TFLite Converter\n","\n","tfmodel = converter.convert()\n","\n","# Save TFLite model into a .tflite file \n","\n","open(\"degree_kidney.tflite\",\"wb\").write(tfmodel)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n","Instructions for updating:\n","This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n","WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n","Instructions for updating:\n","This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n","INFO:tensorflow:Assets written to: /tmp/tmp5g7gx362/assets\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["20528"]},"metadata":{"tags":[]},"execution_count":59}]},{"cell_type":"code","metadata":{"id":"B4SPHpSYQVFR","colab_type":"code","colab":{}},"source":[""],"execution_count":null,"outputs":[]}]}