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Joseph Gordon
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a b/LinearSVM.ipynb 

  1
  
{





  
  

  2
  
 "cells": [





  
  

  3
  
  {





  
  

  4
  
   "cell_type": "code",





  
  

  5
  
   "execution_count": 11,





  
  

  6
  
   "metadata": {},





  
  

  7
  
   "outputs": [],





  
  

  8
  
   "source": [





  
  

  9
  
    "## import data\n",





  
  

  10
  
    "import numpy as np\n",





  
  

  11
  
    "import pandas as pd\n",





  
  

  12
  
    "\n",





  
  

  13
  
    "data = pd.read_csv('pheno_allgenic.csv')\n",





  
  

  14
  
    "data_prepost = data[pd.notnull(data['SRS.prepost.cat'])]\n",





  
  

  15
  
    "\n",





  
  

  16
  
    "x_prepost = data_prepost.iloc[:, list(range(3, 30))]\n",





  
  

  17
  
    "y_prepost = data_prepost.iloc[:, 1]   "





  
  

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   ]





  
  

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  },





  
  

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  {





  
  

  21
  
   "cell_type": "markdown",





  
  

  22
  
   "metadata": {},





  
  

  23
  
   "source": [





  
  

  24
  
    "## Linear SVM "





  
  

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   ]





  
  

  26
  
  },





  
  

  27
  
  {





  
  

  28
  
   "cell_type": "code",





  
  

  29
  
   "execution_count": 45,





  
  

  30
  
   "metadata": {},





  
  

  31
  
   "outputs": [





  
  

  32
  
    {





  
  

  33
  
     "name": "stderr",





  
  

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     "output_type": "stream",





  
  

  35
  
     "text": [





  
  

  36
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  37
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  38
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  39
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  40
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  41
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  42
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  43
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  44
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  45
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  46
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  47
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  48
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  49
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  50
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  51
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  52
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  53
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  54
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  55
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  56
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  57
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  58
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  59
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  60
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  61
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  62
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  63
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  64
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  65
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  66
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  67
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  68
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  69
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  70
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  71
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  72
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  73
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  74
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  75
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  76
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  77
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  78
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  79
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  80
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  81
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  82
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  83
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  84
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  85
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  86
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  87
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  88
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  89
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  90
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  91
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  92
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  93
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  94
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  95
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  96
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  97
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  98
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  99
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  100
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  101
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  102
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  103
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  104
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  105
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  106
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  107
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  108
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  109
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  110
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  111
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  112
  
     ]





  
  

  113
  
    },





  
  

  114
  
    {





  
  

  115
  
     "name": "stderr",





  
  

  116
  
     "output_type": "stream",





  
  

  117
  
     "text": [





  
  

  118
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  119
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  120
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  121
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  122
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  123
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  124
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  125
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  126
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  127
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  128
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  129
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  130
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  131
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  132
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  133
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  134
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  135
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  136
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  137
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  138
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  139
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  140
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  141
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  142
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  143
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  144
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  145
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  146
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  147
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  148
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  149
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  150
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  151
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  152
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  153
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  154
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  155
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  156
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  157
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  158
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  159
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  160
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  161
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  162
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  163
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  164
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  165
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  166
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  167
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  168
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  169
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  170
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  171
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  172
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  173
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  174
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  175
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  176
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  177
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  178
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  179
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  180
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  181
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  182
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  183
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  184
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  185
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  186
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  187
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  188
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  189
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  190
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  191
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  192
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  193
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  194
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  195
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  196
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  197
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  198
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  199
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  200
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  201
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  202
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  203
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  204
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  205
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  206
  
     ]





  
  

  207
  
    },





  
  

  208
  
    {





  
  

  209
  
     "name": "stderr",





  
  

  210
  
     "output_type": "stream",





  
  

  211
  
     "text": [





  
  

  212
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  213
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  214
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  215
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  216
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  217
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  218
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  219
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  220
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  221
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  222
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  223
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  224
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  225
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  226
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  227
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  228
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  229
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  230
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  231
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  232
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  233
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  234
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  235
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  236
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  237
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  238
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  239
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  240
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  241
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  242
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  243
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  244
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  245
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  246
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  247
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  248
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  249
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  250
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  251
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  252
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  253
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  254
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  255
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  256
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  257
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  258
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  259
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  260
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  261
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  262
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  263
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  264
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  265
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  266
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  267
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  268
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  269
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  270
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  271
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  272
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  273
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  274
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  275
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  276
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  277
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  278
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  279
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  280
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  281
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  282
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  283
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  284
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  285
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  286
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  287
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  288
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  289
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  290
  
     ]





  
  

  291
  
    },





  
  

  292
  
    {





  
  

  293
  
     "name": "stderr",





  
  

  294
  
     "output_type": "stream",





  
  

  295
  
     "text": [





  
  

  296
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  297
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  298
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  299
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  300
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  301
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  302
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  303
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  304
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  305
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  306
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  307
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  308
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  309
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  310
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  311
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  312
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  313
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  314
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  315
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  316
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  317
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  318
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  319
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  320
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  321
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  322
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  323
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  324
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  325
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  326
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  327
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  328
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  329
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  330
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  331
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  332
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  333
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  334
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  335
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  336
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  337
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  338
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  339
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  340
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  341
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  342
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  343
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  344
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  345
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  346
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  347
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  348
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  349
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  350
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  351
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  352
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  353
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  354
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  355
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  356
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  357
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  358
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  359
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  360
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  361
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  362
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  363
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  364
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  365
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  366
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  367
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  368
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  369
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  370
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  371
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  372
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  373
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  374
  
     ]





  
  

  375
  
    },





  
  

  376
  
    {





  
  

  377
  
     "name": "stderr",





  
  

  378
  
     "output_type": "stream",





  
  

  379
  
     "text": [





  
  

  380
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  381
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  382
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  383
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  384
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  385
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  386
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  387
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  388
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  389
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  390
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  391
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  392
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  393
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  394
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  395
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  396
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  397
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  398
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  399
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  400
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  401
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  402
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  403
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  404
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  405
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  406
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  407
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  408
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  409
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  410
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  411
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  412
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  413
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  414
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  415
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  416
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  417
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  418
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  419
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  420
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  421
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  422
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  423
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  424
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  425
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  426
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  427
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  428
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  429
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  430
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  431
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  432
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  433
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  434
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  435
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  436
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  437
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  438
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  439
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  440
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  441
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  442
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  443
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  444
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  445
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  446
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  447
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  448
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  449
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  450
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  451
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  452
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  453
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  454
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  455
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  456
  
     ]





  
  

  457
  
    },





  
  

  458
  
    {





  
  

  459
  
     "name": "stderr",





  
  

  460
  
     "output_type": "stream",





  
  

  461
  
     "text": [





  
  

  462
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  463
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  464
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  465
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  466
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  467
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  468
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  469
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  470
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  471
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  472
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  473
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  474
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  475
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  476
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  477
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  478
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  479
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  480
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  481
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  482
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  483
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  484
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  485
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  486
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  487
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  488
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  489
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  490
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  491
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  492
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  493
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  494
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  495
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  496
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  497
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  498
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  499
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  500
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  501
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  502
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  503
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  504
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  505
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  506
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  507
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  508
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  509
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  510
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  511
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  512
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  513
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  514
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  515
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  516
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  517
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  518
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  519
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  520
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  521
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  522
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  523
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  524
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  525
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  526
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  527
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  528
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  529
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  530
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  531
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  532
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  533
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  534
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  535
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  536
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  537
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  538
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  539
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  540
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  541
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  542
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  543
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  544
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  545
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  546
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  547
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  548
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  549
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  550
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  551
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  552
  
     ]





  
  

  553
  
    },





  
  

  554
  
    {





  
  

  555
  
     "name": "stderr",





  
  

  556
  
     "output_type": "stream",





  
  

  557
  
     "text": [





  
  

  558
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  559
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  560
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  561
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  562
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  563
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  564
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  565
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  566
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  567
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  568
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  569
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  570
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  571
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  572
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  573
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  574
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  575
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  576
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  577
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  578
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  579
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  580
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  581
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  582
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  583
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  584
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  585
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  586
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  587
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  588
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  589
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  590
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  591
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  592
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  593
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  594
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  595
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  596
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  597
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  598
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  599
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  600
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  601
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  602
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  603
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  604
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  605
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  606
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  607
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  608
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  609
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  610
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  611
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  612
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  613
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  614
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  615
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  616
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  617
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  618
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  619
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  620
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  621
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  622
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  623
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  624
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  625
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  626
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  627
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  628
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  629
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  630
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  631
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  632
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  633
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  634
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  635
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  636
  
     ]





  
  

  637
  
    },





  
  

  638
  
    {





  
  

  639
  
     "name": "stderr",





  
  

  640
  
     "output_type": "stream",





  
  

  641
  
     "text": [





  
  

  642
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  643
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  644
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  645
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  646
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  647
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  648
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  649
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  650
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  651
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  652
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  653
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  654
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  655
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  656
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  657
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  658
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  659
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  660
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  661
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  662
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  663
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  664
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  665
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  666
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  667
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  668
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  669
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  670
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  671
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  672
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  673
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  674
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  675
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  676
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  677
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  678
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  679
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  680
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  681
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  682
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  683
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  684
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  685
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  686
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  687
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  688
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  689
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  690
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  691
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  692
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  693
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  694
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  695
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  696
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  697
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  698
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  699
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  700
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  701
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  702
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  703
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  704
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  705
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  706
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  707
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  708
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  709
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  710
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  711
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  712
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  713
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  714
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  715
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  716
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  717
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  718
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  719
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  720
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  721
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  722
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  723
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  724
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  725
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  726
  
     ]





  
  

  727
  
    },





  
  

  728
  
    {





  
  

  729
  
     "name": "stderr",





  
  

  730
  
     "output_type": "stream",





  
  

  731
  
     "text": [





  
  

  732
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  733
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  734
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  735
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  736
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  737
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  738
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  739
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  740
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  741
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  742
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  743
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  744
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  745
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  746
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  747
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  748
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  749
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  750
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  751
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  752
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  753
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  754
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  755
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  756
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  757
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  758
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  759
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  760
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  761
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  762
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  763
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  764
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  765
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  766
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  767
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  768
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  769
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  770
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  771
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  772
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  773
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  774
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  775
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  776
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  777
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  778
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  779
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  780
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  781
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  782
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  783
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  784
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  785
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  786
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  787
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  788
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  789
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  790
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  791
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  792
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  793
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  794
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  795
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  796
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  797
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  798
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  799
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  800
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  801
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  802
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  803
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  804
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  805
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  806
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  807
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  808
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  809
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  810
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  811
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  812
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  813
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  814
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  815
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  816
  
     ]





  
  

  817
  
    },





  
  

  818
  
    {





  
  

  819
  
     "name": "stderr",





  
  

  820
  
     "output_type": "stream",





  
  

  821
  
     "text": [





  
  

  822
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  823
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  824
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  825
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  826
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  827
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  828
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  829
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  830
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  831
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  832
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  833
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  834
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  835
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  836
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  837
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  838
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  839
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  840
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  841
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  842
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  843
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  844
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  845
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  846
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  847
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  848
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  849
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  850
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  851
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  852
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  853
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  854
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  855
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  856
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  857
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  858
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  859
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  860
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  861
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  862
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  863
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  864
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  865
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  866
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  867
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  868
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  869
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  870
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  871
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  872
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  873
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  874
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  875
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  876
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  877
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  878
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  879
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  880
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  881
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  882
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  883
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  884
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  885
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  886
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  887
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  888
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  889
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  890
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  891
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  892
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  893
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  894
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  895
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  896
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  897
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  898
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  899
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  900
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  901
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  902
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  903
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  904
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  905
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  906
  
     ]





  
  

  907
  
    },





  
  

  908
  
    {





  
  

  909
  
     "name": "stderr",





  
  

  910
  
     "output_type": "stream",





  
  

  911
  
     "text": [





  
  

  912
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  913
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  914
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  915
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  916
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  917
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  918
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  919
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  920
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  921
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  922
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  923
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  924
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  925
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  926
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  927
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  928
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  929
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  930
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  931
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  932
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  933
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  934
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  935
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  936
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  937
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  938
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  939
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  940
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  941
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  942
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  943
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  944
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  945
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  946
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  947
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  948
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  949
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  950
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  951
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  952
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  953
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  954
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  955
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  956
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  957
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  958
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  959
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  960
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  961
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  962
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  963
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  964
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  965
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  966
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  967
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  968
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  969
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  970
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  971
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  972
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  973
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  974
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  975
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  976
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  977
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  978
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  979
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  980
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  981
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  982
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  983
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  984
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  985
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  986
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  987
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  988
  
     ]





  
  

  989
  
    },





  
  

  990
  
    {





  
  

  991
  
     "name": "stderr",





  
  

  992
  
     "output_type": "stream",





  
  

  993
  
     "text": [





  
  

  994
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  995
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  996
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  997
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  998
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  999
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1000
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1001
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1002
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1003
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1004
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1005
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1006
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1007
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1008
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1009
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1010
  
     ]





  
  

  1011
  
    }





  
  

  1012
  
   ],





  
  

  1013
  
   "source": [





  
  

  1014
  
    "## RFE CV for feature selection\n",





  
  

  1015
  
    "from sklearn.feature_selection import RFECV\n",





  
  

  1016
  
    "from sklearn.model_selection import StratifiedKFold  \n",





  
  

  1017
  
    "from sklearn.svm import LinearSVC\n",





  
  

  1018
  
    "\n",





  
  

  1019
  
    "y_prepost_array = y_prepost.to_numpy()\n",





  
  

  1020
  
    "inner_cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=0)\n",





  
  

  1021
  
    "outer_cv = StratifiedKFold(n_splits=10, shuffle=True, random_state=0)\n",





  
  

  1022
  
    "\n",





  
  

  1023
  
    "feature_dict = {}\n",





  
  

  1024
  
    "\n",





  
  

  1025
  
    "i=0 \n",





  
  

  1026
  
    "for train, test in outer_cv.split(x_prepost_trans, y_prepost_array):\n",





  
  

  1027
  
    "    i+=1\n",





  
  

  1028
  
    "    estimator = LinearSVC(random_state=0, class_weight='balanced')  \n",





  
  

  1029
  
    "    selector = RFECV(estimator, step=1, cv=inner_cv, scoring = 'roc_auc')\n",





  
  

  1030
  
    "    selector = selector.fit(x_prepost_trans[train], y_prepost_array[train])\n",





  
  

  1031
  
    "    feature_dict['round %i' %i] = selector.ranking_  #Selected features are assigned as rank 1.    "





  
  

  1032
  
   ]





  
  

  1033
  
  },





  
  

  1034
  
  {





  
  

  1035
  
   "cell_type": "code",





  
  

  1036
  
   "execution_count": 46,





  
  

  1037
  
   "metadata": {},





  
  

  1038
  
   "outputs": [





  
  

  1039
  
    {





  
  

  1040
  
     "data": {





  
  

  1041
  
      "text/plain": [





  
  

  1042
  
       "{'comorbid.anxiety': 5,\n",





  
  

  1043
  
       " 'comorbid.depression': 5,\n",





  
  

  1044
  
       " 'synapgene_ratio_comb': 5,\n",





  
  

  1045
  
       " 'SRS.pre.p': 3,\n",





  
  

  1046
  
       " 'comorbid.adhd': 3,\n",





  
  

  1047
  
       " 'treatment.kontakt': 3,\n",





  
  

  1048
  
       " 'cnv_size': 3,\n",





  
  

  1049
  
       " 'cgi.pre': 2,\n",





  
  

  1050
  
       " 'comorbid.other': 2,\n",





  
  

  1051
  
       " 'cnvgene_num': 2,\n",





  
  

  1052
  
       " 'damage_num': 2,\n",





  
  

  1053
  
       " 'ndd_num': 2,\n",





  
  

  1054
  
       " 'ddcgas.pre': 1,\n",





  
  

  1055
  
       " 'abas.f.total.pre': 1,\n",





  
  

  1056
  
       " 'ados.tot': 1,\n",





  
  

  1057
  
       " 'wisc.fsiq': 1,\n",





  
  

  1058
  
       " 'age.pre': 1,\n",





  
  

  1059
  
       " 'clnsig_recode': 1,\n",





  
  

  1060
  
       " 'X0.5asd': 1,\n",





  
  

  1061
  
       " 'X1.0adhd': 1,\n",





  
  

  1062
  
       " 'lof_cln': 1,\n",





  
  

  1063
  
       " 'synapgene_asd0.01_common': 1,\n",





  
  

  1064
  
       " 'Gender': 0,\n",





  
  

  1065
  
       " 'treatment.pharma': 0,\n",





  
  

  1066
  
       " 'treatment.councel': 0,\n",





  
  

  1067
  
       " 'treatment.cbt': 0,\n",





  
  

  1068
  
       " 'BIN3_all_recode': 0}"





  
  

  1069
  
      ]





  
  

  1070
  
     },





  
  

  1071
  
     "execution_count": 46,





  
  

  1072
  
     "metadata": {},





  
  

  1073
  
     "output_type": "execute_result"





  
  

  1074
  
    }





  
  

  1075
  
   ],





  
  

  1076
  
   "source": [





  
  

  1077
  
    "## summary feature selected times\n",





  
  

  1078
  
    "feature_sum_dict = {}\n",





  
  

  1079
  
    "feature_sum_sort_dict = {}\n",





  
  

  1080
  
    "for i in range(0, len(x_prepost.columns)):\n",





  
  

  1081
  
    "    feature_sum_dict[x_prepost.columns[i]] = 0\n",





  
  

  1082
  
    "    for j in range(1,11):\n",





  
  

  1083
  
    "        if feature_dict['round %d' %j] [i] == 1:\n",





  
  

  1084
  
    "            feature_sum_dict[x_prepost.columns[i]] +=1\n",





  
  

  1085
  
    "feature_sum_sort_dict = {k: v for k, v in sorted(feature_sum_dict.items(), key=lambda item: item[1], reverse=True)} \n",





  
  

  1086
  
    "feature_sum_sort_dict"





  
  

  1087
  
   ]





  
  

  1088
  
  },





  
  

  1089
  
  {





  
  

  1090
  
   "cell_type": "code",





  
  

  1091
  
   "execution_count": 47,





  
  

  1092
  
   "metadata": {},





  
  

  1093
  
   "outputs": [





  
  

  1094
  
    {





  
  

  1095
  
     "name": "stderr",





  
  

  1096
  
     "output_type": "stream",





  
  

  1097
  
     "text": [





  
  

  1098
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1099
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1100
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1101
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1102
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1103
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1104
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1105
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1106
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1107
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1108
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1109
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1110
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1111
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1112
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1113
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1114
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1115
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1116
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1117
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1118
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1119
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1120
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1121
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1122
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1123
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1124
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1125
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1126
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1127
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1128
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1129
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1130
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1131
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1132
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1133
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1134
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1135
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1136
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1137
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1138
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1139
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1140
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1141
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1142
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1143
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1144
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1145
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1146
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1147
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1148
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1149
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1150
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1151
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1152
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1153
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1154
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1155
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1156
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1157
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1158
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1159
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1160
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1161
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1162
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1163
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1164
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1165
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1166
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1167
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1168
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1169
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1170
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1171
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1172
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1173
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1174
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1175
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1176
  
     ]





  
  

  1177
  
    },





  
  

  1178
  
    {





  
  

  1179
  
     "name": "stderr",





  
  

  1180
  
     "output_type": "stream",





  
  

  1181
  
     "text": [





  
  

  1182
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1183
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1184
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1185
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1186
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1187
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1188
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1189
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1190
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1191
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1192
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1193
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1194
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1195
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1196
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1197
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1198
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1199
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1200
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1201
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1202
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1203
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1204
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1205
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1206
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1207
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1208
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1209
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1210
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1211
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1212
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1213
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1214
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1215
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1216
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1217
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1218
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1219
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1220
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1221
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1222
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1223
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1224
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1225
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1226
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1227
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1228
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1229
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1230
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1231
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1232
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1233
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1234
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1235
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1236
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1237
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1238
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1239
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1240
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1241
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1242
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1243
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1244
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1245
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1246
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1247
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1248
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1249
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1250
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1251
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1252
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1253
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1254
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1255
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1256
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1257
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1258
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1259
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1260
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1261
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1262
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1263
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1264
  
     ]





  
  

  1265
  
    },





  
  

  1266
  
    {





  
  

  1267
  
     "name": "stderr",





  
  

  1268
  
     "output_type": "stream",





  
  

  1269
  
     "text": [





  
  

  1270
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1271
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1272
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1273
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1274
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1275
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1276
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1277
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1278
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1279
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1280
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1281
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1282
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1283
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1284
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1285
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1286
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1287
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1288
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1289
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1290
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1291
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1292
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1293
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1294
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1295
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1296
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1297
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1298
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1299
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1300
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1301
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1302
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1303
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1304
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1305
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1306
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1307
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1308
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1309
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1310
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1311
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1312
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1313
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1314
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1315
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1316
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1317
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1318
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1319
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1320
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1321
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1322
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1323
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1324
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1325
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1326
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1327
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1328
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1329
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1330
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1331
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1332
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1333
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1334
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1335
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1336
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1337
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1338
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1339
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1340
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1341
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1342
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1343
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1344
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1345
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1346
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1347
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1348
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1349
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1350
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1351
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1352
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1353
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1354
  
     ]





  
  

  1355
  
    },





  
  

  1356
  
    {





  
  

  1357
  
     "name": "stderr",





  
  

  1358
  
     "output_type": "stream",





  
  

  1359
  
     "text": [





  
  

  1360
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1361
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1362
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1363
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1364
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1365
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1366
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1367
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1368
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1369
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1370
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1371
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1372
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1373
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1374
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1375
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1376
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1377
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1378
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1379
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1380
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1381
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1382
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1383
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1384
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1385
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1386
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1387
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1388
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1389
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1390
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1391
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1392
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1393
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1394
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1395
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1396
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1397
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1398
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1399
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1400
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1401
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1402
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1403
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1404
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1405
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1406
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1407
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1408
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1409
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1410
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1411
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1412
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1413
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1414
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1415
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1416
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1417
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1418
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1419
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1420
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1421
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1422
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1423
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1424
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1425
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1426
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1427
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1428
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1429
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1430
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1431
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1432
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1433
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1434
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1435
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1436
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1437
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1438
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1439
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1440
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1441
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1442
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1443
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1444
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1445
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1446
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1447
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1448
  
     ]





  
  

  1449
  
    },





  
  

  1450
  
    {





  
  

  1451
  
     "name": "stderr",





  
  

  1452
  
     "output_type": "stream",





  
  

  1453
  
     "text": [





  
  

  1454
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1455
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1456
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1457
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1458
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1459
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1460
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1461
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1462
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1463
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1464
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1465
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1466
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1467
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1468
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1469
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1470
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1471
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1472
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1473
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1474
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1475
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1476
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1477
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1478
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1479
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1480
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1481
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1482
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1483
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1484
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1485
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1486
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1487
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1488
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1489
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1490
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1491
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1492
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1493
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1494
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1495
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1496
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1497
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1498
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1499
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1500
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1501
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1502
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1503
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1504
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1505
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1506
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1507
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1508
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1509
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1510
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1511
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1512
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1513
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1514
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1515
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1516
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1517
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1518
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1519
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1520
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1521
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1522
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1523
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1524
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1525
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1526
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1527
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1528
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1529
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1530
  
     ]





  
  

  1531
  
    },





  
  

  1532
  
    {





  
  

  1533
  
     "name": "stderr",





  
  

  1534
  
     "output_type": "stream",





  
  

  1535
  
     "text": [





  
  

  1536
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1537
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1538
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1539
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1540
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1541
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1542
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1543
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1544
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1545
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1546
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1547
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1548
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1549
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1550
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1551
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1552
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1553
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1554
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1555
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1556
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1557
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1558
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1559
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1560
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1561
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1562
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1563
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1564
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1565
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1566
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1567
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1568
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1569
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1570
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1571
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1572
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1573
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1574
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1575
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1576
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1577
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1578
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1579
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1580
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1581
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1582
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1583
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1584
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1585
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1586
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1587
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1588
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1589
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1590
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1591
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1592
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1593
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1594
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1595
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1596
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1597
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1598
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1599
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1600
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1601
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1602
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1603
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1604
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1605
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1606
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1607
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1608
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1609
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1610
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1611
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1612
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1613
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1614
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1615
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1616
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1617
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1618
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1619
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1620
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1621
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1622
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1623
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1624
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1625
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1626
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1627
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1628
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1629
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1630
  
     ]





  
  

  1631
  
    },





  
  

  1632
  
    {





  
  

  1633
  
     "name": "stderr",





  
  

  1634
  
     "output_type": "stream",





  
  

  1635
  
     "text": [





  
  

  1636
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1637
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1638
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1639
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1640
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1641
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1642
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1643
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1644
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1645
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1646
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1647
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1648
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1649
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1650
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1651
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1652
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1653
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1654
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1655
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1656
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1657
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1658
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1659
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1660
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1661
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1662
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1663
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1664
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1665
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1666
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1667
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1668
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1669
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1670
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1671
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1672
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1673
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1674
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1675
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1676
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1677
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1678
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1679
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1680
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1681
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1682
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1683
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1684
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1685
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1686
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1687
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1688
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1689
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1690
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1691
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1692
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1693
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1694
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1695
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1696
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1697
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1698
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1699
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1700
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1701
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1702
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1703
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1704
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1705
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1706
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1707
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1708
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1709
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1710
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1711
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1712
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1713
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1714
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1715
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1716
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1717
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1718
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1719
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1720
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1721
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1722
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1723
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1724
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1725
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1726
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1727
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1728
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1729
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1730
  
     ]





  
  

  1731
  
    },





  
  

  1732
  
    {





  
  

  1733
  
     "name": "stderr",





  
  

  1734
  
     "output_type": "stream",





  
  

  1735
  
     "text": [





  
  

  1736
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1737
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1738
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1739
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1740
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1741
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1742
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1743
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1744
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1745
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1746
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1747
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1748
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1749
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1750
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1751
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1752
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1753
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1754
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1755
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1756
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1757
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1758
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1759
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1760
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1761
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1762
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1763
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1764
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1765
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1766
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1767
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1768
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1769
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1770
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1771
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1772
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1773
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1774
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1775
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1776
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1777
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1778
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1779
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1780
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1781
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1782
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1783
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1784
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1785
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1786
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1787
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1788
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1789
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1790
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1791
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1792
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1793
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1794
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1795
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1796
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1797
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1798
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1799
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1800
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1801
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1802
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1803
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1804
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1805
  
      "  \"the number of iterations.\", ConvergenceWarning)\n",





  
  

  1806
  
      "/Users/danli/opt/anaconda3/lib/python3.7/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",





  
  

  1807
  
      "  \"the number of iterations.\", ConvergenceWarning)\n"





  
  

  1808
  
     ]





  
  

  1809
  
    }





  
  

  1810
  
   ],





  
  

  1811
  
   "source": [





  
  

  1812
  
    "## use selected features to train the model\n",





  
  

  1813
  
    "from sklearn.model_selection import StratifiedKFold\n",





  
  

  1814
  
    "from sklearn.metrics import accuracy_score, roc_curve, auc  \n",





  
  

  1815
  
    "from sklearn.svm import LinearSVC\n",





  
  

  1816
  
    "from sklearn.model_selection import GridSearchCV\n",





  
  

  1817
  
    "\n",





  
  

  1818
  
    "y_prepost_array = y_prepost.to_numpy()\n",





  
  

  1819
  
    "inner_cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=0)\n",





  
  

  1820
  
    "outer_cv = StratifiedKFold(n_splits=10, shuffle=True, random_state=0)\n",





  
  

  1821
  
    "\n",





  
  

  1822
  
    "fpr_train_dict = {}\n",





  
  

  1823
  
    "tpr_train_dict = {}\n",





  
  

  1824
  
    "fpr_test_dict = {}\n",





  
  

  1825
  
    "tpr_test_dict = {}\n",





  
  

  1826
  
    "auc_train_dict = {}\n",





  
  

  1827
  
    "auc_test_dict = {}\n",





  
  

  1828
  
    "accuracy_train_dict = {}\n",





  
  

  1829
  
    "accuracy_test_dict = {}\n",





  
  

  1830
  
    "\n",





  
  

  1831
  
    "c_dict = {}\n",





  
  

  1832
  
    "feature_totalselect_dict = {}\n",





  
  

  1833
  
    "\n",





  
  

  1834
  
    "svm = LinearSVC(random_state=0, class_weight='balanced')\n",





  
  

  1835
  
    "tuned_parameters = [{'C': [0.001, 0.01, 0.1, 1, 10]}] \n",





  
  

  1836
  
    "#linear SVM\n",





  
  

  1837
  
    "for i in range(0, 5):  \n",





  
  

  1838
  
    "    feature_list = []\n",





  
  

  1839
  
    "    feature_select_dict = {}\n",





  
  

  1840
  
    "    feature_select_dict={a:u for a, u in feature_sum_sort_dict.items() if u > i}\n",





  
  

  1841
  
    "    for b in feature_select_dict:\n",





  
  

  1842
  
    "        feature_list.append(list(x_prepost.columns).index(b)) \n",





  
  

  1843
  
    "    x_prepost_sel = x_prepost.iloc[:, feature_list]\n",





  
  

  1844
  
    "    \n",





  
  

  1845
  
    "    c_dict['feature select time > %i'%i]=[]\n",





  
  

  1846
  
    "    fpr_train_dict['feature select time > %i'%i]=[]\n",





  
  

  1847
  
    "    tpr_train_dict['feature select time > %i'%i]=[]\n",





  
  

  1848
  
    "    fpr_test_dict['feature select time > %i'%i]=[]\n",





  
  

  1849
  
    "    tpr_test_dict['feature select time > %i'%i]=[]\n",





  
  

  1850
  
    "    auc_train_dict['feature select time > %i'%i]=[]\n",





  
  

  1851
  
    "    auc_test_dict['feature select time > %i'%i]=[]\n",





  
  

  1852
  
    "    accuracy_train_dict['feature select time > %i'%i]=[]\n",





  
  

  1853
  
    "    accuracy_test_dict['feature select time > %i'%i]=[]\n",





  
  

  1854
  
    "    feature_totalselect_dict['feature select time > %i'%i] = list(feature_select_dict.keys())\n",





  
  

  1855
  
    "    \n",





  
  

  1856
  
    "    for train, test in outer_cv.split(x_prepost_sel, y_prepost_array):\n",





  
  

  1857
  
    "        clf = GridSearchCV(estimator=svm, param_grid=tuned_parameters, scoring='roc_auc', cv=inner_cv) \n",





  
  

  1858
  
    "        clf.fit(x_prepost_sel[train], y_prepost_array[train])\n",





  
  

  1859
  
    "        clf_outer = LinearSVC(penalty='l2',random_state=0, class_weight='balanced', C=clf.best_params_['C'])  \n",





  
  

  1860
  
    "        clf_outer.fit(x_prepost_sel[train], y_prepost_array[train])\n",





  
  

  1861
  
    "        \n",





  
  

  1862
  
    "        predicted, y_pred = clf_outer.predict(x_prepost_sel[train]), clf_outer.predict(x_prepost_sel[test])\n",





  
  

  1863
  
    "        fpr_train, tpr_train, thresholds_train = roc_curve(y_prepost_array[train], predicted)\n",





  
  

  1864
  
    "        fpr_test, tpr_test, thresholds_test = roc_curve(y_prepost_array[test], y_pred)\n",





  
  

  1865
  
    "        auc_train, auc_test = auc(fpr_train, tpr_train), auc(fpr_test, tpr_test)\n",





  
  

  1866
  
    "        accuracy_train, accuracy_test = accuracy_score(y_prepost_array[train], predicted), accuracy_score(y_prepost_array[test], y_pred)\n",





  
  

  1867
  
    "        \n",





  
  

  1868
  
    "        c_dict['feature select time > %i'%i].append(clf.best_params_['C'])\n",





  
  

  1869
  
    "\n",





  
  

  1870
  
    "        fpr_train_dict['feature select time > %i'%i].append(fpr_train[1])\n",





  
  

  1871
  
    "        tpr_train_dict['feature select time > %i'%i].append(tpr_train[1])\n",





  
  

  1872
  
    "        fpr_test_dict['feature select time > %i'%i].append(fpr_test[1])\n",





  
  

  1873
  
    "        tpr_test_dict['feature select time > %i'%i].append(tpr_test[1])\n",





  
  

  1874
  
    "        auc_train_dict['feature select time > %i'%i].append(auc_train)\n",





  
  

  1875
  
    "        auc_test_dict['feature select time > %i'%i].append(auc_test)\n",





  
  

  1876
  
    "        accuracy_train_dict['feature select time > %i'%i].append(accuracy_train)\n",





  
  

  1877
  
    "        accuracy_test_dict['feature select time > %i'%i].append(accuracy_test)"





  
  

  1878
  
   ]





  
  

  1879
  
  },





  
  

  1880
  
  {





  
  

  1881
  
   "cell_type": "code",





  
  

  1882
  
   "execution_count": 48,





  
  

  1883
  
   "metadata": {





  
  

  1884
  
    "scrolled": true





  
  

  1885
  
   },





  
  

  1886
  
   "outputs": [





  
  

  1887
  
    {





  
  

  1888
  
     "name": "stdout",





  
  

  1889
  
     "output_type": "stream",





  
  

  1890
  
     "text": [





  
  

  1891
  
      "{'feature select time > 0': 0.522638888888889, 'feature select time > 1': 0.6322222222222221, 'feature select time > 2': 0.5931944444444444, 'feature select time > 3': 0.5345833333333334, 'feature select time > 4': 0.5345833333333334}\n",





  
  

  1892
  
      "{'feature select time > 0': 0.5201754385964913, 'feature select time > 1': 0.6342105263157894, 'feature select time > 2': 0.5964912280701754, 'feature select time > 3': 0.5383040935672514, 'feature select time > 4': 0.5383040935672514}\n",





  
  

  1893
  
      "{'feature select time > 0': 0.5652777777777778, 'feature select time > 1': 0.6, 'feature select time > 2': 0.5430555555555556, 'feature select time > 3': 0.49027777777777776, 'feature select time > 4': 0.49027777777777776}\n",





  
  

  1894
  
      "{'feature select time > 0': 0.4800000000000001, 'feature select time > 1': 0.6644444444444445, 'feature select time > 2': 0.6433333333333333, 'feature select time > 3': 0.5788888888888888, 'feature select time > 4': 0.5788888888888888}\n"





  
  

  1895
  
     ]





  
  

  1896
  
    }





  
  

  1897
  
   ],





  
  

  1898
  
   "source": [





  
  

  1899
  
    "## calculate average auc train and test value in outer CV\n",





  
  

  1900
  
    "auc_avg_test_dict = {}\n",





  
  

  1901
  
    "auc_avg_train_dict = {}\n",





  
  

  1902
  
    "accuracy_avg_test_dict = {}\n",





  
  

  1903
  
    "accuracy_avg_train_dict = {}\n",





  
  

  1904
  
    "sensi_avg_test_dict = {}\n",





  
  

  1905
  
    "sensi_avg_train_dict = {}\n",





  
  

  1906
  
    "speci_avg_test_dict = {}\n",





  
  

  1907
  
    "speci_avg_train_dict = {}\n",





  
  

  1908
  
    "for key in auc_test_dict:\n",





  
  

  1909
  
    "    auc_test, auc_train = 0.0, 0.0\n",





  
  

  1910
  
    "    accuracy_test, accuracy_train = 0.0, 0.0\n",





  
  

  1911
  
    "    sensi_test, sensi_train = 0.0, 0.0\n",





  
  

  1912
  
    "    speci_test, speci_train = 0.0, 0.0\n",





  
  

  1913
  
    "    for time in auc_test_dict[key]:\n",





  
  

  1914
  
    "        auc_test += time\n",





  
  

  1915
  
    "    for time in auc_train_dict[key]:\n",





  
  

  1916
  
    "        auc_train += time\n",





  
  

  1917
  
    "    for time in accuracy_test_dict[key]:\n",





  
  

  1918
  
    "        accuracy_test += time\n",





  
  

  1919
  
    "    for time in accuracy_train_dict[key]:\n",





  
  

  1920
  
    "        accuracy_train += time\n",





  
  

  1921
  
    "    for time in tpr_test_dict[key]:\n",





  
  

  1922
  
    "        sensi_test += time\n",





  
  

  1923
  
    "    for time in tpr_train_dict[key]:\n",





  
  

  1924
  
    "        sensi_train += time\n",





  
  

  1925
  
    "    for time in fpr_test_dict[key]:\n",





  
  

  1926
  
    "        speci_test += 1-time\n",





  
  

  1927
  
    "    for time in fpr_train_dict[key]:\n",





  
  

  1928
  
    "        speci_train += 1-time\n",





  
  

  1929
  
    "    auc_avg_test, auc_avg_train = auc_test/10, auc_train/10\n",





  
  

  1930
  
    "    accuracy_avg_test, accuracy_avg_train = accuracy_test/10, accuracy_train/10\n",





  
  

  1931
  
    "    auc_avg_test_dict[key]=auc_avg_test\n",





  
  

  1932
  
    "    auc_avg_train_dict[key]=auc_avg_train\n",





  
  

  1933
  
    "    accuracy_avg_test_dict[key]=accuracy_avg_test\n",





  
  

  1934
  
    "    accuracy_avg_train_dict[key]=accuracy_avg_train\n",





  
  

  1935
  
    "    sensi_avg_test, sensi_avg_train = sensi_test/10, sensi_train/10\n",





  
  

  1936
  
    "    speci_avg_test, speci_avg_train = speci_test/10, speci_train/10\n",





  
  

  1937
  
    "    sensi_avg_test_dict[key]=sensi_avg_test\n",





  
  

  1938
  
    "    sensi_avg_train_dict[key]=sensi_avg_train\n",





  
  

  1939
  
    "    speci_avg_test_dict[key]=speci_avg_test\n",





  
  

  1940
  
    "    speci_avg_train_dict[key]=speci_avg_train\n",





  
  

  1941
  
    "print(auc_avg_test_dict)\n",





  
  

  1942
  
    "print(accuracy_avg_test_dict)\n",





  
  

  1943
  
    "print(sensi_avg_test_dict)\n",





  
  

  1944
  
    "print(speci_avg_test_dict)"





  
  

  1945
  
   ]





  
  

  1946
  
  },





  
  

  1947
  
  {





  
  

  1948
  
   "cell_type": "code",





  
  

  1949
  
   "execution_count": 51,





  
  

  1950
  
   "metadata": {},





  
  

  1951
  
   "outputs": [





  
  

  1952
  
    {





  
  

  1953
  
     "name": "stdout",





  
  

  1954
  
     "output_type": "stream",





  
  

  1955
  
     "text": [





  
  

  1956
  
      "{'feature select time > 0': 0.6356412510828668, 'feature select time > 1': 0.652589603185891, 'feature select time > 2': 0.6133601517952961, 'feature select time > 3': 0.5493436049443374, 'feature select time > 4': 0.5493436049443374}\n",





  
  

  1957
  
      "{'feature select time > 0': 0.6343848018249216, 'feature select time > 1': 0.6535286569717706, 'feature select time > 2': 0.616463501568292, 'feature select time > 3': 0.551960364984317, 'feature select time > 4': 0.551960364984317}\n",





  
  

  1958
  
      "{'feature select time > 0': 0.6590506329113923, 'feature select time > 1': 0.6350949367088606, 'feature select time > 2': 0.5555379746835443, 'feature select time > 3': 0.5012025316455696, 'feature select time > 4': 0.5012025316455696}\n",





  
  

  1959
  
      "{'feature select time > 0': 0.6122318692543413, 'feature select time > 1': 0.6700842696629213, 'feature select time > 2': 0.671182328907048, 'feature select time > 3': 0.5974846782431052, 'feature select time > 4': 0.5974846782431052}\n"





  
  

  1960
  
     ]





  
  

  1961
  
    }





  
  

  1962
  
   ],





  
  

  1963
  
   "source": [





  
  

  1964
  
    "print(auc_avg_train_dict)\n",





  
  

  1965
  
    "print(accuracy_avg_train_dict)\n",





  
  

  1966
  
    "print(sensi_avg_train_dict)\n",





  
  

  1967
  
    "print(speci_avg_train_dict)"





  
  

  1968
  
   ]





  
  

  1969
  
  }





  
  

  1970
  
 ],





  
  

  1971
  
 "metadata": {





  
  

  1972
  
  "kernelspec": {





  
  

  1973
  
   "display_name": "Python 3",





  
  

  1974
  
   "language": "python",





  
  

  1975
  
   "name": "python3"





  
  

  1976
  
  },





  
  

  1977
  
  "language_info": {





  
  

  1978
  
   "codemirror_mode": {





  
  

  1979
  
    "name": "ipython",





  
  

  1980
  
    "version": 3





  
  

  1981
  
   },





  
  

  1982
  
   "file_extension": ".py",





  
  

  1983
  
   "mimetype": "text/x-python",





  
  

  1984
  
   "name": "python",





  
  

  1985
  
   "nbconvert_exporter": "python",





  
  

  1986
  
   "pygments_lexer": "ipython3",





  
  

  1987
  
   "version": "3.7.6"





  
  

  1988
  
  }





  
  

  1989
  
 },





  
  

  1990
  
 "nbformat": 4,





  
  

  1991
  
 "nbformat_minor": 4





  
  

  1992
  
}