diff --git a/docs/notebooks/FATE-Net-Choice.ipynb b/docs/notebooks/FATE-Net-Choice.ipynb
index 6a654a67..6a3628f9 100644
--- a/docs/notebooks/FATE-Net-Choice.ipynb
+++ b/docs/notebooks/FATE-Net-Choice.ipynb
@@ -22,7 +22,7 @@
    ],
    "source": [
     "import warnings\n",
-    "warnings.filterwarnings('ignore')\n",
+    "warnings.simplefilter('ignore')\n",
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import seaborn as sns\n",
@@ -55,7 +55,7 @@
    "outputs": [],
    "source": [
     "from csrank import ChoiceDatasetGenerator\n",
-    "seed = 123\n",
+    "seed = 42\n",
     "n_train = 10000\n",
     "n_test = 10000\n",
     "n_features = 2\n",
@@ -90,7 +90,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x504 with 1 Axes>"
       ]
@@ -151,7 +151,11222 @@
      "output_type": "stream",
      "text": [
       "Train on 8100 samples, validate on 900 samples\n",
-      "Epoch 1/10\n"
+      "Epoch 1/10\n",
+      "8100/8100 [==============================] - 32s 4ms/step - loss: 11.0183 - val_loss: 10.6789\n",
+      "Epoch 2/10\n",
+      "8100/8100 [==============================] - 2s 246us/step - loss: 10.6375 - val_loss: 10.6042\n",
+      "Epoch 3/10\n",
+      "8100/8100 [==============================] - 2s 242us/step - loss: 10.5848 - val_loss: 10.5649\n",
+      "Epoch 4/10\n",
+      "8100/8100 [==============================] - 3s 394us/step - loss: 10.5491 - val_loss: 10.5325\n",
+      "Epoch 5/10\n",
+      "8100/8100 [==============================] - 4s 527us/step - loss: 10.5190 - val_loss: 10.5033\n",
+      "Epoch 6/10\n",
+      "8100/8100 [==============================] - 3s 368us/step - loss: 10.4917 - val_loss: 10.4770\n",
+      "Epoch 7/10\n",
+      "8100/8100 [==============================] - 3s 321us/step - loss: 10.4669 - val_loss: 10.4528\n",
+      "Epoch 8/10\n",
+      "8100/8100 [==============================] - 3s 338us/step - loss: 10.4443 - val_loss: 10.4315\n",
+      "Epoch 9/10\n",
+      "8100/8100 [==============================] - 3s 317us/step - loss: 10.4237 - val_loss: 10.4118\n",
+      "Epoch 10/10\n",
+      "8100/8100 [==============================] - 3s 317us/step - loss: 10.4046 - val_loss: 10.3935\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/home/pritha/.conda/envs/linenv/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in samples with no predicted labels.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
      ]
     }
    ],