Notebook_5_1_0_Non_Unique_Name_Replacement.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook 2: CNN\n",
    "\n",
    "## Overview: \n",
    "\n",
    "1. Begin by importing and getting the embeddings and word to index mappings we created in [Notebook 1: Embed Words](Notebook_1_Embed_Words.ipynb)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "# ==================================================\n",
    "\n",
    "# Model Hyperparameters\n",
    "embedding_dim = 20  #Dimensionality of character embedding (default: 128)\n",
    "filter_sizes =  \"3,4,5\" #\"Comma-separated filter sizes (default: '3,4,5')\")\n",
    "num_filters = 50  #\"Number of filters per filter size (default: 128)\")\n",
    "dropout_keep_prob = 0.5 #\"Dropout keep probability (default: 0.5)\")\n",
    "l2_reg_lambda = 3.0 #\"L2 regularizaion lambda (default: 0.0)\")\n",
    "\n",
    "# Training parameters\n",
    "batch_size = 64 # \"Batch Size (default: 64)\")\n",
    "num_epochs = 500 #\"Number of training epochs (default: 200)\")\n",
    "evaluate_every = 100  #\"Evaluate model on dev set after this many steps (default: 100)\")\n",
    "checkpoint_every = 100 # \"Save model after this many steps (default: 100)\")\n",
    "# Misc Parameters\n",
    "allow_soft_placement = True # \"Allow device soft device placement\")\n",
    "log_device_placement = False  #\"Log placement of ops on devices\")\n",
    "display_train_steps = False # toggles output of training step results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cPickle as pickle\n",
    "from tensorflow.models.rnn.rnn_cell import BasicLSTMCell, LSTMCell \n",
    "import itertools\n",
    "from collections import Counter\n",
    "import csv\n",
    "import re\n",
    "import numpy as np\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "embeddings = None\n",
    "mappings = None\n",
    "rows = None\n",
    "\n",
    "with open(\"word_embeddings.pkl\", \"rb\") as f:\n",
    "    embeddings = pickle.load(f)\n",
    "with open(\"word_mappings.pkl\", \"rb\") as f:\n",
    "    mappings = pickle.load(f)\n",
    "    \n",
    "\n",
    "urlFinder = re.compile('\\w+:\\/{2}[\\d\\w-]+(\\.[\\d\\w-]+)*(?:(?:\\/[^\\s/]*))*')\n",
    "atNameFinder = re.compile(r'@([A-Za-z0-9_]+)')\n",
    "atNameCounter = 0\n",
    "\n",
    "exclude_punc = set([\n",
    "        \"!\",\n",
    "        \"?\",\n",
    "        \".\",\n",
    "        \",\",\n",
    "        \":\",\n",
    "        \";\",\n",
    "        \"'\",\n",
    "        \"\\\"\",\n",
    "        \"“\",\n",
    "        \"’\",\n",
    "        \"-\"\n",
    "])\n",
    "\n",
    "sentences = []\n",
    "labels = []\n",
    "x = []\n",
    "y = []\n",
    "_y = []\n",
    "\n",
    "with open('data.csv', 'rb') as f:\n",
    "    reader = csv.reader(f, delimiter=',')   \n",
    "    \n",
    "    for row in reader:\n",
    "        words = []\n",
    "        \n",
    "        for word in row[1] \\\n",
    "            .strip() \\\n",
    "            .replace(\"&amp;\", \"\") \\\n",
    "            .replace(\"&gt;\",\"\") \\\n",
    "            .replace(\"&lt;\", \"\") \\\n",
    "            .lower().split():\n",
    "            \n",
    "            if urlFinder.match(word):\n",
    "                words.append(\"<URL/>\")\n",
    "            elif atNameFinder.search(word):\n",
    "                words.append(\"<AT_NAME/>\")\n",
    "                atNameCounter +=1\n",
    "            else:\n",
    "                word = ''.join(ch for ch in word if ch not in exclude_punc)\n",
    "                words.append(word)\n",
    "        sentences.append(words)\n",
    "        labels.append(([0, 1] if row[0] == \"example\" else [1, 0]))\n",
    "        _y.append(1 if row[0] == \"example\" else 0)\n",
    "\n",
    "\n",
    "sequence_length = max(len(i) for i in sentences)\n",
    "padded_sentences = []\n",
    "for i in range(len(sentences)):\n",
    "    sentence = sentences[i]\n",
    "    num_padding = sequence_length - len(sentence)\n",
    "    new_sentence = sentence + [\"<PAD/>\"] * num_padding\n",
    "    padded_sentences.append(new_sentence)\n",
    "    \n",
    " \n",
    "word_counts = Counter(itertools.chain(*padded_sentences))\n",
    "\n",
    "# Mapping from index to word\n",
    "vocabulary_inv = [x[0] for x in word_counts.most_common()]\n",
    "# Mapping from word to index\n",
    "vocabulary = {x: i for i, x in enumerate(vocabulary_inv)}\n",
    "\n",
    "x = np.array([[vocabulary[word] for word in sentence] for sentence in padded_sentences])\n",
    "y = np.array(labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "class TextCNN(object):\n",
    "    \"\"\"\n",
    "    A CNN for text classification.\n",
    "    Uses an embedding layer, followed by a convolutional, max-pooling and softmax layer.\n",
    "    \"\"\"\n",
    "    def __init__(\n",
    "      self, sequence_length, num_classes, vocab_size,\n",
    "      embedding_size, filter_sizes, num_filters, l2_reg_lambda=0.0):\n",
    "\n",
    "        # Placeholders for input, output and dropout\n",
    "        self.input_x = tf.placeholder(tf.int32, [None, sequence_length], name=\"input_x\")\n",
    "        self.input_y = tf.placeholder(tf.float32, [None, num_classes], name=\"input_y\")\n",
    "        self.dropout_keep_prob = tf.placeholder(tf.float32, name=\"dropout_keep_prob\")\n",
    "\n",
    "        # Keeping track of l2 regularization loss (optional)\n",
    "        l2_loss = tf.constant(0.0)\n",
    "\n",
    "        # Embedding layer\n",
    "        with tf.device('/cpu:0'), tf.name_scope(\"embedding\"):\n",
    "            W = tf.Variable(\n",
    "                tf.random_uniform([vocab_size, embedding_size], -1.0, 1.0),\n",
    "                name=\"W\")\n",
    "            self.embedded_chars = tf.nn.embedding_lookup(W, self.input_x)\n",
    "            self.embedded_chars_expanded = tf.expand_dims(self.embedded_chars, -1)\n",
    "\n",
    "        # Create a convolution + maxpool layer for each filter size\n",
    "        pooled_outputs = []\n",
    "        for i, filter_size in enumerate(filter_sizes):\n",
    "            with tf.name_scope(\"conv-maxpool-%s\" % filter_size):\n",
    "                # Convolution Layer\n",
    "                filter_shape = [filter_size, embedding_size, 1, num_filters]\n",
    "                W = tf.Variable(tf.truncated_normal(filter_shape, stddev=0.1), name=\"W\")\n",
    "                b = tf.Variable(tf.constant(0.1, shape=[num_filters]), name=\"b\")\n",
    "                conv = tf.nn.conv2d(\n",
    "                    self.embedded_chars_expanded,\n",
    "                    W,\n",
    "                    strides=[1, 1, 1, 1],\n",
    "                    padding=\"VALID\",\n",
    "                    name=\"conv\")\n",
    "                # Apply nonlinearity\n",
    "                h = tf.nn.relu(tf.nn.bias_add(conv, b), name=\"relu\")\n",
    "                # Maxpooling over the outputs\n",
    "                pooled = tf.nn.max_pool(\n",
    "                    h,\n",
    "                    ksize=[1, sequence_length - filter_size + 1, 1, 1],\n",
    "                    strides=[1, 1, 1, 1],\n",
    "                    padding='VALID',\n",
    "                    name=\"pool\")\n",
    "                pooled_outputs.append(pooled)\n",
    "\n",
    "        # Combine all the pooled features\n",
    "        num_filters_total = num_filters * len(filter_sizes)\n",
    "        self.h_pool = tf.concat(3, pooled_outputs)\n",
    "        self.h_pool_flat = tf.reshape(self.h_pool, [-1, num_filters_total])\n",
    "\n",
    "        # Add dropout\n",
    "        with tf.name_scope(\"dropout\"):\n",
    "            self.h_drop = tf.nn.dropout(self.h_pool_flat, self.dropout_keep_prob)\n",
    "\n",
    "        # Final (unnormalized) scores and predictions\n",
    "        with tf.name_scope(\"output\"):\n",
    "            W = tf.Variable(tf.truncated_normal([num_filters_total, num_classes], stddev=0.1), name=\"W\")\n",
    "            b = tf.Variable(tf.constant(0.1, shape=[num_classes]), name=\"b\")\n",
    "            l2_loss += tf.nn.l2_loss(W)\n",
    "            l2_loss += tf.nn.l2_loss(b)\n",
    "            self.scores = tf.nn.xw_plus_b(self.h_drop, W, b, name=\"scores\")\n",
    "            self.predictions = tf.argmax(self.scores, 1, name=\"predictions\")\n",
    "\n",
    "        # CalculateMean cross-entropy loss\n",
    "        with tf.name_scope(\"loss\"):\n",
    "            losses = tf.nn.softmax_cross_entropy_with_logits(self.scores, self.input_y)\n",
    "            self.loss = tf.reduce_mean(losses) + l2_reg_lambda * l2_loss\n",
    "\n",
    "        # Accuracy\n",
    "        with tf.name_scope(\"accuracy\"):\n",
    "            correct_predictions = tf.equal(self.predictions, tf.argmax(self.input_y, 1))\n",
    "            self.accuracy = tf.reduce_mean(tf.cast(correct_predictions, \"float\"), name=\"accuracy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def batch_iter(data, batch_size, num_epochs):\n",
    "    \"\"\"\n",
    "    Generates a batch iterator for a dataset.\n",
    "    \"\"\"\n",
    "    data = np.array(data)\n",
    "    data_size = len(data)\n",
    "    num_batches_per_epoch = int(len(data)/batch_size) + 1\n",
    "    for epoch in range(num_epochs):\n",
    "        # Shuffle the data at each epoch\n",
    "        shuffle_indices = np.random.permutation(np.arange(data_size))\n",
    "        shuffled_data = data[shuffle_indices]\n",
    "        for batch_num in range(num_batches_per_epoch):\n",
    "            start_index = batch_num * batch_size\n",
    "            end_index = min((batch_num + 1) * batch_size, data_size)\n",
    "            yield shuffled_data[start_index:end_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data...\n",
      "Writing to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:14:57.195108: step 100, loss 3.27064, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:02.994958: step 200, loss 2.77174, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:08.605686: step 300, loss 2.35955, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:14.245227: step 400, loss 2.0146, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:20.118417: step 500, loss 1.7291, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:26.269179: step 600, loss 1.4914, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:32.305190: step 700, loss 1.29455, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:38.577720: step 800, loss 1.13068, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:44.218114: step 900, loss 0.995029, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:50.147056: step 1000, loss 0.883574, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:15:55.767139: step 1100, loss 0.792049, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:01.552048: step 1200, loss 0.717175, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:07.206358: step 1300, loss 0.655463, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:12.996790: step 1400, loss 0.605026, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:18.702665: step 1500, loss 0.564469, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:24.429268: step 1600, loss 0.531202, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:30.114062: step 1700, loss 0.504652, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:35.988941: step 1800, loss 0.483415, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:41.808316: step 1900, loss 0.466078, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-1900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:48.025249: step 2000, loss 0.452139, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:53.969533: step 2100, loss 0.440901, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:16:59.993924: step 2200, loss 0.431894, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:06.139989: step 2300, loss 0.424674, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:12.145100: step 2400, loss 0.418882, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:18.276325: step 2500, loss 0.414435, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:24.133784: step 2600, loss 0.410875, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:30.419628: step 2700, loss 0.40786, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:36.136507: step 2800, loss 0.405323, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:41.919512: step 2900, loss 0.403417, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-2900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:47.540197: step 3000, loss 0.401471, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:53.322318: step 3100, loss 0.400156, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:17:58.979017: step 3200, loss 0.398918, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:04.707930: step 3300, loss 0.397756, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:10.344814: step 3400, loss 0.396756, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:16.075339: step 3500, loss 0.39589, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:21.646932: step 3600, loss 0.394849, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:27.410354: step 3700, loss 0.393899, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:33.215183: step 3800, loss 0.393216, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:39.174411: step 3900, loss 0.392341, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-3900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:45.054665: step 4000, loss 0.39226, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:51.111911: step 4100, loss 0.390766, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:18:57.052327: step 4200, loss 0.390163, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:03.235602: step 4300, loss 0.389439, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:09.167091: step 4400, loss 0.388865, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:15.396645: step 4500, loss 0.388079, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:21.345169: step 4600, loss 0.387502, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:27.505304: step 4700, loss 0.386344, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:33.299752: step 4800, loss 0.385492, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:38.979820: step 4900, loss 0.385088, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-4900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:44.797442: step 5000, loss 0.384003, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:50.385874: step 5100, loss 0.38313, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:19:56.199693: step 5200, loss 0.382432, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:01.804895: step 5300, loss 0.381544, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:07.512388: step 5400, loss 0.380802, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:13.165425: step 5500, loss 0.381007, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:18.970587: step 5600, loss 0.379361, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:24.559612: step 5700, loss 0.378728, acc 0.854792\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:30.313949: step 5800, loss 0.377387, acc 0.855615\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:36.308619: step 5900, loss 0.376784, acc 0.856026\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-5900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:42.323890: step 6000, loss 0.375891, acc 0.858083\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:48.257362: step 6100, loss 0.375439, acc 0.857672\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:20:54.399019: step 6200, loss 0.37451, acc 0.858494\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:00.441671: step 6300, loss 0.373634, acc 0.86014\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:06.469955: step 6400, loss 0.373231, acc 0.86014\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:12.379488: step 6500, loss 0.372373, acc 0.860551\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:18.370534: step 6600, loss 0.371857, acc 0.861374\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:23.456310: step 6700, loss 0.370984, acc 0.862197\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:28.701658: step 6800, loss 0.370713, acc 0.861785\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:33.783986: step 6900, loss 0.369902, acc 0.863431\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-6900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:38.958527: step 7000, loss 0.369741, acc 0.863842\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:43.984806: step 7100, loss 0.368417, acc 0.864665\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:49.177361: step 7200, loss 0.367753, acc 0.865076\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:54.304297: step 7300, loss 0.367133, acc 0.86631\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:21:59.645109: step 7400, loss 0.366095, acc 0.867133\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:04.678773: step 7500, loss 0.365347, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:09.684980: step 7600, loss 0.364982, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:14.971717: step 7700, loss 0.364936, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:20.054996: step 7800, loss 0.364128, acc 0.86919\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:25.251369: step 7900, loss 0.363706, acc 0.869601\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-7900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:30.360056: step 8000, loss 0.3625, acc 0.868778\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:35.626689: step 8100, loss 0.361714, acc 0.86919\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:40.789326: step 8200, loss 0.36135, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:46.068484: step 8300, loss 0.361092, acc 0.868778\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:51.190880: step 8400, loss 0.360309, acc 0.868778\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:22:56.429196: step 8500, loss 0.360183, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:01.552701: step 8600, loss 0.360174, acc 0.867956\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:06.789303: step 8700, loss 0.36033, acc 0.868367\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:12.014797: step 8800, loss 0.358388, acc 0.86919\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:17.228845: step 8900, loss 0.358403, acc 0.871246\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-8900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:22.376867: step 9000, loss 0.35795, acc 0.870835\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:27.562026: step 9100, loss 0.360398, acc 0.869601\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:32.661823: step 9200, loss 0.356204, acc 0.871246\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:37.895234: step 9300, loss 0.356044, acc 0.870424\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:43.006109: step 9400, loss 0.355663, acc 0.870835\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:48.176729: step 9500, loss 0.356183, acc 0.870835\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:53.379812: step 9600, loss 0.355879, acc 0.872069\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:23:58.658657: step 9700, loss 0.355174, acc 0.869601\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:03.866883: step 9800, loss 0.354728, acc 0.872069\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:09.122435: step 9900, loss 0.354129, acc 0.87248\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-9900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:14.363893: step 10000, loss 0.354611, acc 0.872892\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:19.560321: step 10100, loss 0.354384, acc 0.87248\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:24.655239: step 10200, loss 0.353899, acc 0.87248\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:29.784775: step 10300, loss 0.353384, acc 0.873303\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:34.968049: step 10400, loss 0.353913, acc 0.872069\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:40.107801: step 10500, loss 0.353253, acc 0.873303\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:45.348412: step 10600, loss 0.352754, acc 0.873303\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:50.409723: step 10700, loss 0.351346, acc 0.876183\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:24:55.609842: step 10800, loss 0.353937, acc 0.874126\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:00.771875: step 10900, loss 0.35153, acc 0.874537\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-10900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:06.013034: step 11000, loss 0.353293, acc 0.875771\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:11.134443: step 11100, loss 0.352061, acc 0.874126\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:16.372215: step 11200, loss 0.35097, acc 0.874949\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:21.648652: step 11300, loss 0.351807, acc 0.87536\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:27.065157: step 11400, loss 0.350907, acc 0.875771\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:32.238414: step 11500, loss 0.350501, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:37.502559: step 11600, loss 0.348803, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:42.686484: step 11700, loss 0.350035, acc 0.877417\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:47.915651: step 11800, loss 0.352161, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:53.088275: step 11900, loss 0.349266, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-11900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:25:58.282767: step 12000, loss 0.350187, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:03.420834: step 12100, loss 0.350359, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:08.579145: step 12200, loss 0.349581, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:13.768593: step 12300, loss 0.348341, acc 0.876183\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:19.035953: step 12400, loss 0.34795, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:24.182485: step 12500, loss 0.348096, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:29.443237: step 12600, loss 0.349182, acc 0.876183\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:34.641145: step 12700, loss 0.346931, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:40.592613: step 12800, loss 0.348797, acc 0.879473\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:46.572546: step 12900, loss 0.348894, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-12900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:52.603510: step 13000, loss 0.350262, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:26:58.613427: step 13100, loss 0.347916, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:04.599816: step 13200, loss 0.34711, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:10.259514: step 13300, loss 0.346786, acc 0.877417\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:15.843460: step 13400, loss 0.34859, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:21.552107: step 13500, loss 0.348588, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:27.157867: step 13600, loss 0.34716, acc 0.876183\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:32.918122: step 13700, loss 0.347558, acc 0.876594\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:38.549777: step 13800, loss 0.346511, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:44.281565: step 13900, loss 0.345551, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-13900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:49.934394: step 14000, loss 0.348912, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:27:55.628618: step 14100, loss 0.351561, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:01.357989: step 14200, loss 0.34675, acc 0.877417\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:07.188428: step 14300, loss 0.345696, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:13.173125: step 14400, loss 0.349881, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:19.364088: step 14500, loss 0.347191, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:25.272963: step 14600, loss 0.346333, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:31.396111: step 14700, loss 0.348173, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:37.402034: step 14800, loss 0.346686, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:43.559465: step 14900, loss 0.347814, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-14900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:49.576017: step 15000, loss 0.346519, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:28:55.673538: step 15100, loss 0.346457, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:01.567100: step 15200, loss 0.349005, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:07.417063: step 15300, loss 0.348068, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:13.069373: step 15400, loss 0.34744, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:18.679022: step 15500, loss 0.345823, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:24.423701: step 15600, loss 0.346166, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:29.961987: step 15700, loss 0.34516, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:35.695718: step 15800, loss 0.345914, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:41.252066: step 15900, loss 0.350387, acc 0.880296\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-15900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:47.030138: step 16000, loss 0.345924, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:52.706211: step 16100, loss 0.350093, acc 0.880296\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:29:58.431248: step 16200, loss 0.349401, acc 0.880296\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:04.356760: step 16300, loss 0.347896, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:10.431983: step 16400, loss 0.349147, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:16.387996: step 16500, loss 0.349716, acc 0.880708\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:22.435907: step 16600, loss 0.350001, acc 0.880708\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:28.439696: step 16700, loss 0.346942, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:34.562309: step 16800, loss 0.346454, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:40.492906: step 16900, loss 0.351627, acc 0.880296\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-16900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:46.705353: step 17000, loss 0.348318, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:52.601138: step 17100, loss 0.348289, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:30:58.605767: step 17200, loss 0.347019, acc 0.879473\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:04.231242: step 17300, loss 0.353208, acc 0.879885\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:09.955459: step 17400, loss 0.350616, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:15.609271: step 17500, loss 0.347285, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:21.348298: step 17600, loss 0.353038, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:27.002133: step 17700, loss 0.350378, acc 0.877417\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:32.830302: step 17800, loss 0.351484, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:38.490914: step 17900, loss 0.354411, acc 0.880296\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-17900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:44.263723: step 18000, loss 0.353887, acc 0.880708\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18000\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:49.991584: step 18100, loss 0.351116, acc 0.878651\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18100\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:31:55.651298: step 18200, loss 0.351354, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18200\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:01.404970: step 18300, loss 0.349721, acc 0.878239\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18300\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:07.471131: step 18400, loss 0.352134, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18400\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:13.573343: step 18500, loss 0.349782, acc 0.877828\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18500\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:19.610912: step 18600, loss 0.35421, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18600\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:25.798206: step 18700, loss 0.35095, acc 0.877005\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18700\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:31.804647: step 18800, loss 0.355066, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18800\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:38.000699: step 18900, loss 0.353791, acc 0.879473\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-18900\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-11T16:32:43.881005: step 19000, loss 0.355418, acc 0.879062\n",
      "\n",
      "Saved model checkpoint to /notebooks/AdHClassification/Expiriment #1.3 - Non-Candidate Tweets Included/runs/1457712890/checkpoints/model-19000\n",
      "\n",
      "\n",
      "Final Evaluations:\n",
      "2016-03-11T16:32:44.637150: step 19000, loss 0.355418, acc 0.879062\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "import datetime\n",
    "from sklearn.cross_validation import StratifiedShuffleSplit\n",
    "\n",
    "\n",
    "# Data Preparatopn\n",
    "# ==================================================\n",
    "\n",
    "# Load data\n",
    "print(\"Loading data...\")\n",
    "# Randomly shuffle data\n",
    "sss = StratifiedShuffleSplit(_y, 1, test_size=0.5, random_state=0)\n",
    "for train, test in sss:\n",
    "    x_train = x[train]\n",
    "    y_train = y[train]\n",
    "\n",
    "    x_dev = x[test]\n",
    "    y_dev = y[test]\n",
    "\n",
    "# Training\n",
    "# ==================================================\n",
    "\n",
    "\n",
    "with tf.Graph().as_default():\n",
    "    session_conf = tf.ConfigProto(\n",
    "      allow_soft_placement=allow_soft_placement,\n",
    "      log_device_placement=log_device_placement)\n",
    "    sess = tf.Session(config=session_conf)\n",
    "    with sess.as_default():\n",
    "        cnn = TextCNN(\n",
    "            sequence_length=x_train.shape[1],\n",
    "            num_classes=2,\n",
    "            vocab_size=len(vocabulary),\n",
    "            embedding_size=embedding_dim,\n",
    "            filter_sizes=map(int, filter_sizes.split(\",\")),\n",
    "            num_filters=num_filters,\n",
    "            l2_reg_lambda=l2_reg_lambda)\n",
    "\n",
    "        # Define Training procedure\n",
    "        global_step = tf.Variable(0, name=\"global_step\", trainable=False)\n",
    "        optimizer = tf.train.AdamOptimizer(1e-4)\n",
    "        grads_and_vars = optimizer.compute_gradients(cnn.loss)\n",
    "        train_op = optimizer.apply_gradients(grads_and_vars, global_step=global_step)\n",
    "\n",
    "        # Keep track of gradient values and sparsity (optional)\n",
    "        grad_summaries = []\n",
    "        for g, v in grads_and_vars:\n",
    "            if g is not None:\n",
    "                grad_hist_summary = tf.histogram_summary(\"{}/grad/hist\".format(v.name), g)\n",
    "                sparsity_summary = tf.scalar_summary(\"{}/grad/sparsity\".format(v.name), tf.nn.zero_fraction(g))\n",
    "                grad_summaries.append(grad_hist_summary)\n",
    "                grad_summaries.append(sparsity_summary)\n",
    "        grad_summaries_merged = tf.merge_summary(grad_summaries)\n",
    "\n",
    "        # Output directory for models and summaries\n",
    "        timestamp = str(int(time.time()))\n",
    "        out_dir = os.path.abspath(os.path.join(os.path.curdir, \"runs\", \"non-unique-name-replacement\", timestamp))\n",
    "        print(\"Writing to {}\\n\".format(out_dir))\n",
    "\n",
    "        # Summaries for loss and accuracy\n",
    "        loss_summary = tf.scalar_summary(\"loss\", cnn.loss)\n",
    "        acc_summary = tf.scalar_summary(\"accuracy\", cnn.accuracy)\n",
    "\n",
    "        # Train Summaries\n",
    "        train_summary_op = tf.merge_summary([loss_summary, acc_summary, grad_summaries_merged])\n",
    "        train_summary_dir = os.path.join(out_dir, \"summaries\", \"train\")\n",
    "        train_summary_writer = tf.train.SummaryWriter(train_summary_dir, sess.graph_def)\n",
    "\n",
    "        # Dev summaries\n",
    "        dev_summary_op = tf.merge_summary([loss_summary, acc_summary])\n",
    "        dev_summary_dir = os.path.join(out_dir, \"summaries\", \"dev\")\n",
    "        dev_summary_writer = tf.train.SummaryWriter(dev_summary_dir, sess.graph_def)\n",
    "\n",
    "        # Checkpoint directory. Tensorflow assumes this directory already exists so we need to create it\n",
    "        checkpoint_dir = os.path.abspath(os.path.join(out_dir, \"checkpoints\"))\n",
    "        checkpoint_prefix = os.path.join(checkpoint_dir, \"model\")\n",
    "        if not os.path.exists(checkpoint_dir):\n",
    "            os.makedirs(checkpoint_dir)\n",
    "        saver = tf.train.Saver(tf.all_variables())\n",
    "\n",
    "        # Initialize all variables\n",
    "        sess.run(tf.initialize_all_variables())\n",
    "\n",
    "        def train_step(x_batch, y_batch):\n",
    "            \"\"\"\n",
    "            A single training step\n",
    "            \"\"\"\n",
    "            feed_dict = {\n",
    "              cnn.input_x: x_batch,\n",
    "              cnn.input_y: y_batch,\n",
    "              cnn.dropout_keep_prob: dropout_keep_prob\n",
    "            }\n",
    "            _, step, summaries, loss, accuracy = sess.run(\n",
    "                [train_op, global_step, train_summary_op, cnn.loss, cnn.accuracy],\n",
    "                feed_dict)\n",
    "            time_str = datetime.datetime.now().isoformat()\n",
    "            if(display_train_steps):\n",
    "                print(\"{}: step {}, loss {:g}, acc {:g}\".format(time_str, step, loss, accuracy))\n",
    "            train_summary_writer.add_summary(summaries, step)\n",
    "\n",
    "        def dev_step(x_batch, y_batch, writer=None):\n",
    "            \"\"\"\n",
    "            Evaluates model on a dev set\n",
    "            \"\"\"\n",
    "            feed_dict = {\n",
    "              cnn.input_x: x_batch,\n",
    "              cnn.input_y: y_batch,\n",
    "              cnn.dropout_keep_prob: 1.0\n",
    "            }\n",
    "            step, summaries, loss, accuracy = sess.run(\n",
    "                [global_step, dev_summary_op, cnn.loss, cnn.accuracy],\n",
    "                feed_dict)\n",
    "            time_str = datetime.datetime.now().isoformat()\n",
    "            print(\"{}: step {}, loss {:g}, acc {:g}\".format(time_str, step, loss, accuracy))\n",
    "            if writer:\n",
    "                writer.add_summary(summaries, step)\n",
    "            return accuracy\n",
    "\n",
    "        # Generate batches\n",
    "        batches = batch_iter(\n",
    "            zip(x_train, y_train), batch_size, num_epochs)\n",
    "        # Training loop. For each batch...\n",
    "        for batch in batches:\n",
    "            x_batch, y_batch = zip(*batch)\n",
    "            train_step(x_batch, y_batch)\n",
    "            current_step = tf.train.global_step(sess, global_step)\n",
    "            if current_step % evaluate_every == 0:\n",
    "                print(\"\\nEvaluation:\")\n",
    "                dev_step(x_dev, y_dev, writer=dev_summary_writer)\n",
    "                print(\"\")\n",
    "            if current_step % checkpoint_every == 0:\n",
    "                path = saver.save(sess, checkpoint_prefix, global_step=current_step)\n",
    "                print(\"Saved model checkpoint to {}\\n\".format(path))\n",
    "        \n",
    "        print(\"\\nFinal Evaluations:\")\n",
    "        dev_step(x_dev, y_dev, writer=dev_summary_writer)\n",
    "  \n",
    "        \n",
    "        print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-03-11T16:32:44.749031: step 19000, loss 0.0375059, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.751265: step 19000, loss 0.0385993, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.753841: step 19000, loss 0.0494677, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.759557: step 19000, loss 1.19307, acc 0\n",
      "<AT_NAME/> ha hes a radical fundie not respected except by other extremists i know youre just pandering <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.762130: step 19000, loss 0.234991, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.764328: step 19000, loss 0.0613056, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.766183: step 19000, loss 0.112291, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.768008: step 19000, loss 0.270444, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.769751: step 19000, loss 0.060672, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.771250: step 19000, loss 0.437259, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.773149: step 19000, loss 0.224933, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.774901: step 19000, loss 0.0363472, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.776682: step 19000, loss 1.40053, acc 0\n",
      "<AT_NAME/> mr holier than thou professing 2 b christian blatantly #lies 2 christians all over the country we r paying attention #oldmedia <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.778708: step 19000, loss 0.0554418, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.780288: step 19000, loss 0.105475, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.781946: step 19000, loss 0.0363009, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.783754: step 19000, loss 0.03852, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.785493: step 19000, loss 0.0362493, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.787223: step 19000, loss 1.95225, acc 0\n",
      "<AT_NAME/> strategy of concentrating only on nh and not iowa will backfire like it did in the case of rudolph guiliani <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.789285: step 19000, loss 0.0823613, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.791071: step 19000, loss 0.186137, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.792630: step 19000, loss 0.0405366, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.794500: step 19000, loss 0.0525806, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.796279: step 19000, loss 0.216672, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.797978: step 19000, loss 0.476839, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.799809: step 19000, loss 0.329953, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.802756: step 19000, loss 4.00104, acc 0\n",
      "the screaming you hear now from across the potomac is the #washingtoncartel in full terror that the conservative grassroots are rising up <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.805152: step 19000, loss 0.181144, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.807952: step 19000, loss 0.0460193, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.810707: step 19000, loss 0.0385618, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.812872: step 19000, loss 0.0427376, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.814827: step 19000, loss 1.43755, acc 0\n",
      "ted cruz does not have the right temperment to be president look at the way he totally panicked in firing his director of comm bad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.817191: step 19000, loss 0.186839, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.819266: step 19000, loss 0.037909, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.821557: step 19000, loss 0.0388808, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.823392: step 19000, loss 0.0363772, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.825444: step 19000, loss 0.135578, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.827556: step 19000, loss 0.0578557, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.829437: step 19000, loss 0.134059, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.831197: step 19000, loss 0.239281, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.832779: step 19000, loss 0.0720273, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.834337: step 19000, loss 0.0727499, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.836073: step 19000, loss 0.0372259, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.837740: step 19000, loss 2.14902, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> hasnt made sense for years hes lost his damn mind its almost sad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.839618: step 19000, loss 0.0377339, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.841455: step 19000, loss 0.0372703, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.842992: step 19000, loss 0.10014, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.844540: step 19000, loss 0.0373328, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.846138: step 19000, loss 0.375951, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.847789: step 19000, loss 0.03628, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.850013: step 19000, loss 0.148315, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.851875: step 19000, loss 0.0419701, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.854650: step 19000, loss 0.0475726, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.856165: step 19000, loss 0.0367109, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.858315: step 19000, loss 0.578353, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.860582: step 19000, loss 0.0407152, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.862479: step 19000, loss 0.0394884, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.864163: step 19000, loss 0.0393952, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.866227: step 19000, loss 0.0362568, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.868105: step 19000, loss 0.315629, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.870508: step 19000, loss 0.204556, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.872968: step 19000, loss 0.0501425, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.876123: step 19000, loss 0.0483555, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.879827: step 19000, loss 0.0365875, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.882751: step 19000, loss 0.052966, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.885032: step 19000, loss 0.0366067, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.887074: step 19000, loss 0.0367387, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.889170: step 19000, loss 1.61052, acc 0\n",
      "now that george bush is campaigning for jeb() is he fair game for questions about world trade center iraq war and eco collapse careful <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.891234: step 19000, loss 0.50461, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.893167: step 19000, loss 0.0367247, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.895463: step 19000, loss 0.0369684, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.897744: step 19000, loss 6.2451, acc 0\n",
      "<AT_NAME/> bernie i will explain the difference between you hillary and god <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.900060: step 19000, loss 0.0362514, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.902150: step 19000, loss 0.0786342, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.904940: step 19000, loss 0.0471641, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.909080: step 19000, loss 0.0878126, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.912578: step 19000, loss 0.0471599, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.915192: step 19000, loss 0.0365695, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.918892: step 19000, loss 0.226642, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.922331: step 19000, loss 0.498346, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.924993: step 19000, loss 0.0370198, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.927599: step 19000, loss 0.0387881, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.931251: step 19000, loss 0.124255, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.934066: step 19000, loss 0.254374, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.936422: step 19000, loss 0.0362448, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.938639: step 19000, loss 0.377077, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:44.941403: step 19000, loss 0.0823247, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.943940: step 19000, loss 3.77977, acc 0\n",
      "about 85 percent of <AT_NAME/> campaign money has come from large donors #demdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.945729: step 19000, loss 0.0582922, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.948077: step 19000, loss 0.0363209, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.950257: step 19000, loss 0.169635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.952454: step 19000, loss 0.0367249, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.954399: step 19000, loss 0.0784168, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.956716: step 19000, loss 0.0382768, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.959303: step 19000, loss 0.0384796, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.961585: step 19000, loss 0.037718, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.963753: step 19000, loss 0.0447393, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.966132: step 19000, loss 0.0362516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.968094: step 19000, loss 0.154584, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.970484: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.972429: step 19000, loss 0.542378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.974634: step 19000, loss 0.0362802, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.977118: step 19000, loss 0.0364238, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.979387: step 19000, loss 0.0382932, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.981744: step 19000, loss 0.0369506, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.983962: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.986386: step 19000, loss 0.43492, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.988636: step 19000, loss 0.05994, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.990568: step 19000, loss 0.0413443, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.992715: step 19000, loss 2.11623, acc 0\n",
      "<AT_NAME/> art of seduction 101 language 101 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:44.995487: step 19000, loss 0.040656, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:44.997974: step 19000, loss 0.298798, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.000442: step 19000, loss 0.0566573, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.002716: step 19000, loss 2.07216, acc 0\n",
      "<AT_NAME/> why always so #smug 🙄🤔 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.004774: step 19000, loss 0.0500068, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.007000: step 19000, loss 0.250138, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.009188: step 19000, loss 0.0364686, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.012409: step 19000, loss 0.0378722, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.014727: step 19000, loss 0.24493, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.016989: step 19000, loss 0.050568, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.019337: step 19000, loss 0.0475219, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.021650: step 19000, loss 0.0435755, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.023900: step 19000, loss 1.88035, acc 0\n",
      "<AT_NAME/> so while youre kicking out all the minorities and justifying the rape of women are you also going to purge the gays <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.026718: step 19000, loss 0.0412913, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.029156: step 19000, loss 0.04547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.031347: step 19000, loss 0.0362632, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.033947: step 19000, loss 0.036258, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.036294: step 19000, loss 0.0377201, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.038536: step 19000, loss 0.0367614, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.040458: step 19000, loss 0.0538176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.042788: step 19000, loss 0.0394663, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.044872: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.047596: step 19000, loss 0.0379514, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.049729: step 19000, loss 2.97948, acc 0\n",
      "<AT_NAME/> knew exactly what she was doing and the fbi would like to know too <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.052155: step 19000, loss 0.0598398, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.054724: step 19000, loss 0.115347, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.057056: step 19000, loss 0.0412432, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.058939: step 19000, loss 0.0387269, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.060517: step 19000, loss 0.0452353, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.062984: step 19000, loss 0.168289, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.065048: step 19000, loss 0.167192, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.066887: step 19000, loss 0.344481, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.068843: step 19000, loss 0.277185, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.071230: step 19000, loss 1.6827, acc 0\n",
      "<AT_NAME/>  how big a contribution did it take to get the endorsement <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.074067: step 19000, loss 0.0419106, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.076386: step 19000, loss 0.0436164, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.079622: step 19000, loss 0.128817, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.082329: step 19000, loss 0.0371655, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.085090: step 19000, loss 0.638012, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.087300: step 19000, loss 0.0371349, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.090085: step 19000, loss 0.223937, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.092574: step 19000, loss 0.748012, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.095080: step 19000, loss 0.0380858, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.097158: step 19000, loss 0.0364961, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.099209: step 19000, loss 0.597904, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.101348: step 19000, loss 10.8743, acc 0\n",
      "president obama’s foreign policy has consistently alienated and abandoned our friends while showing our enemies appeasement #goptownhall <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.103575: step 19000, loss 0.0446627, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.105714: step 19000, loss 0.0699723, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.108146: step 19000, loss 0.0444297, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.110549: step 19000, loss 0.076223, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.112692: step 19000, loss 0.141077, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.115896: step 19000, loss 0.317411, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.121280: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.123833: step 19000, loss 0.0367731, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.129619: step 19000, loss 0.847097, acc 0\n",
      "<AT_NAME/> you are a pile sir <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.132977: step 19000, loss 0.0365906, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.135384: step 19000, loss 0.0656161, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.137972: step 19000, loss 0.073218, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.140365: step 19000, loss 0.0415402, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.142503: step 19000, loss 0.260632, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.145136: step 19000, loss 1.45952, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> fox should drop kelly if she cant be fair she has no business hosting <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.147638: step 19000, loss 0.0362454, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.150384: step 19000, loss 0.0855766, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.152983: step 19000, loss 1.53987, acc 0\n",
      "<AT_NAME/> if you end up not banging your daughter can i do it im not mexican im a lot further south so you dont have to hate me <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.155548: step 19000, loss 0.0384966, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.157771: step 19000, loss 0.0870292, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.160377: step 19000, loss 0.216207, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.162386: step 19000, loss 0.373967, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.164697: step 19000, loss 0.0364069, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.168735: step 19000, loss 0.0994549, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.171284: step 19000, loss 0.0368534, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.173989: step 19000, loss 0.0367517, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.180138: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.182224: step 19000, loss 0.178071, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.184350: step 19000, loss 0.0380443, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.186733: step 19000, loss 0.325395, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.188573: step 19000, loss 0.0373135, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.190476: step 19000, loss 0.0368021, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.192505: step 19000, loss 0.0431911, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.194482: step 19000, loss 0.0461858, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.196145: step 19000, loss 0.769846, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.197992: step 19000, loss 0.221972, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.199967: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.202141: step 19000, loss 0.0366577, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.204167: step 19000, loss 0.16722, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.206059: step 19000, loss 0.0362543, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.207850: step 19000, loss 0.036294, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.209772: step 19000, loss 0.113886, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.211479: step 19000, loss 0.134207, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.213743: step 19000, loss 2.70833, acc 0\n",
      "<AT_NAME/> says shes fighting for you shes only fighting to stay out of jail shes scamming the world <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.215723: step 19000, loss 0.0386292, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.218623: step 19000, loss 0.0432583, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.220522: step 19000, loss 1.24626, acc 0\n",
      "<AT_NAME/> look it up not long agohe is a hypocriteshe made all that moneyhe did not want 2 pay high premiumsobama ted wifes care <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.222429: step 19000, loss 0.0537146, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.224199: step 19000, loss 0.383299, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.225936: step 19000, loss 0.0521964, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.227752: step 19000, loss 2.02293, acc 0\n",
      "<AT_NAME/> heres that mop you need #mopthis2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.233855: step 19000, loss 0.27538, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.235997: step 19000, loss 0.0377644, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.237747: step 19000, loss 0.283509, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.239766: step 19000, loss 0.0366357, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.242000: step 19000, loss 0.0374419, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.243898: step 19000, loss 0.0366364, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.245754: step 19000, loss 0.0814236, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.247944: step 19000, loss 0.997093, acc 0\n",
      "<AT_NAME/> <AT_NAME/> indict that sob cruz <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.249717: step 19000, loss 0.330283, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.252111: step 19000, loss 0.0383764, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.254264: step 19000, loss 2.95922, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.257597: step 19000, loss 0.0713051, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.259723: step 19000, loss 0.03653, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.262048: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.263836: step 19000, loss 0.276928, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.266140: step 19000, loss 0.0376559, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.268075: step 19000, loss 0.191697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.271274: step 19000, loss 0.0428875, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.273284: step 19000, loss 6.92924, acc 0\n",
      "<AT_NAME/> is not ready to be president if you agree with that donate $5 to my campaign here <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.275396: step 19000, loss 0.825088, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.277292: step 19000, loss 0.0672347, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.283447: step 19000, loss 0.906167, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.285916: step 19000, loss 0.0363234, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.287779: step 19000, loss 0.0431218, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.289406: step 19000, loss 0.115457, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.291295: step 19000, loss 0.482114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.293465: step 19000, loss 2.79933, acc 0\n",
      "<AT_NAME/> try to understand <AT_NAME/> screwed us with nafta and we know you will betray us with tpp  <AT_NAME/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.295516: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.297269: step 19000, loss 0.56864, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.299089: step 19000, loss 0.0369917, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.300996: step 19000, loss 0.751014, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.303040: step 19000, loss 0.0485756, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.305302: step 19000, loss 0.0394173, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.307862: step 19000, loss 0.038359, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.310038: step 19000, loss 3.9833, acc 0\n",
      "<AT_NAME/> send your worthless kids war monger <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.312024: step 19000, loss 0.0509275, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.313825: step 19000, loss 1.22281, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.315778: step 19000, loss 0.111571, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.317370: step 19000, loss 0.0370512, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.319166: step 19000, loss 1.24104, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> get real he treats people unfair and will if elected cant beat hillary <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.321859: step 19000, loss 0.0388893, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.323580: step 19000, loss 0.654792, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.325054: step 19000, loss 0.511582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.327224: step 19000, loss 0.707837, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.336162: step 19000, loss 0.0470618, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.338567: step 19000, loss 0.0893716, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.340697: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.342690: step 19000, loss 0.0364858, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.344445: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.346474: step 19000, loss 0.0454903, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.348584: step 19000, loss 0.0362945, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.350677: step 19000, loss 0.273574, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.352537: step 19000, loss 1.40517, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.354459: step 19000, loss 0.0673224, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.356601: step 19000, loss 0.0559547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.358644: step 19000, loss 4.25229, acc 0\n",
      "<AT_NAME/> o k here s my jokesaw hillary on the ellen showshe s sucking up to everyone except hubby bill <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.360963: step 19000, loss 0.0367218, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.363056: step 19000, loss 0.270749, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.365043: step 19000, loss 0.0419817, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.367315: step 19000, loss 0.039195, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.369424: step 19000, loss 0.049104, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.371385: step 19000, loss 0.0642652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.374033: step 19000, loss 0.0372002, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.375719: step 19000, loss 0.0369142, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.377268: step 19000, loss 0.0370556, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.378823: step 19000, loss 0.13743, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.380275: step 19000, loss 0.0371331, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.381889: step 19000, loss 0.0363435, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.383586: step 19000, loss 0.191459, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.385486: step 19000, loss 0.040249, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.387280: step 19000, loss 0.0537068, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.388816: step 19000, loss 0.0638148, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.390644: step 19000, loss 0.0633646, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.392309: step 19000, loss 0.952247, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.395586: step 19000, loss 0.518235, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.397408: step 19000, loss 0.0547829, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.399013: step 19000, loss 0.113943, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.401140: step 19000, loss 0.317547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.402736: step 19000, loss 0.0368646, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.405023: step 19000, loss 1.38199, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.407006: step 19000, loss 0.038637, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.408918: step 19000, loss 0.0362649, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.410701: step 19000, loss 0.189174, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.412354: step 19000, loss 0.0659983, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.413783: step 19000, loss 0.065647, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.415378: step 19000, loss 0.112272, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.416974: step 19000, loss 0.0926035, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.418518: step 19000, loss 0.396755, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.420222: step 19000, loss 0.179504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.422116: step 19000, loss 0.0555826, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.424867: step 19000, loss 0.0764448, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.426440: step 19000, loss 0.17427, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.428114: step 19000, loss 0.140077, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.430066: step 19000, loss 3.14825, acc 0\n",
      "greed fraud dishonesty arrogance these are just some of the adjectives we use to describe wall street <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.431872: step 19000, loss 0.170855, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.433348: step 19000, loss 0.697422, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.434887: step 19000, loss 0.0371717, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.436713: step 19000, loss 0.20409, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.439454: step 19000, loss 0.036271, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.441709: step 19000, loss 0.0386691, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.443872: step 19000, loss 0.052406, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.445918: step 19000, loss 4.14631, acc 0\n",
      "donald trump can’t prosecute the case against hillary — he’s donated $100000 to her foundation we can’t lose to her in november #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.447781: step 19000, loss 0.0788191, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.449628: step 19000, loss 4.15587, acc 0\n",
      "<AT_NAME/> time to come up with a new script #notready <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.451055: step 19000, loss 0.195854, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.452786: step 19000, loss 0.0362752, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.454651: step 19000, loss 3.77281, acc 0\n",
      "<AT_NAME/> shame on you <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.456258: step 19000, loss 0.0417818, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.457966: step 19000, loss 0.0440814, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.459817: step 19000, loss 0.237369, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.461821: step 19000, loss 0.0922273, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.463519: step 19000, loss 2.44406, acc 0\n",
      "<AT_NAME/> please dont think we hate you we just cant trust you to run the country you have bad judgement  <AT_NAME/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.465167: step 19000, loss 0.198919, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.466834: step 19000, loss 0.0413992, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.468591: step 19000, loss 0.05192, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.470383: step 19000, loss 0.505693, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.472084: step 19000, loss 0.042095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.473868: step 19000, loss 2.76476, acc 0\n",
      "<AT_NAME/> <AT_NAME/> personal assaults on everyone and anyone does not gather votes <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.476883: step 19000, loss 0.0363288, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.478715: step 19000, loss 0.038859, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.480809: step 19000, loss 0.0364809, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.483436: step 19000, loss 0.11015, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.485723: step 19000, loss 0.447186, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.488011: step 19000, loss 0.32162, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.490456: step 19000, loss 0.91361, acc 0\n",
      "<AT_NAME/> americastop being dupedwake up cruz rubio establishment phonies donaldtrump only truthful not owned candidate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.492343: step 19000, loss 0.0529529, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.494073: step 19000, loss 0.152643, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.495989: step 19000, loss 0.0362472, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.497791: step 19000, loss 0.313109, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.499464: step 19000, loss 0.651462, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.501301: step 19000, loss 0.0374378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.503505: step 19000, loss 0.0556851, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.505622: step 19000, loss 0.145514, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.507459: step 19000, loss 0.0927524, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.509440: step 19000, loss 0.0794329, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.511476: step 19000, loss 0.038866, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.513183: step 19000, loss 0.766397, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.515121: step 19000, loss 0.391672, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.517207: step 19000, loss 0.100238, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.519176: step 19000, loss 0.164557, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.520894: step 19000, loss 0.48296, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.522573: step 19000, loss 0.0374038, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.524508: step 19000, loss 0.0418422, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.526409: step 19000, loss 0.116154, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.528891: step 19000, loss 0.0452803, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.530704: step 19000, loss 0.0588167, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.532538: step 19000, loss 0.305588, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.539374: step 19000, loss 0.0368578, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.541493: step 19000, loss 0.374846, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.543362: step 19000, loss 0.162909, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.545395: step 19000, loss 0.0363682, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.547483: step 19000, loss 0.0363167, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.549629: step 19000, loss 1.14289, acc 0\n",
      "wow jeb bush whose campaign is a total disaster had to bring in mommy to take a slap at me not nice <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.551674: step 19000, loss 0.0362665, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.553482: step 19000, loss 0.153886, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.555382: step 19000, loss 0.0742054, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.557187: step 19000, loss 0.0406097, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.558816: step 19000, loss 0.789499, acc 0\n",
      "<AT_NAME/> + <AT_NAME/> another classic pairing of $ and god i forget doesnt the bible mention something about $ roots evil <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.560839: step 19000, loss 0.0472984, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.562839: step 19000, loss 0.041937, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.564835: step 19000, loss 0.0372046, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.566747: step 19000, loss 0.0422945, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.568831: step 19000, loss 0.136589, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.570764: step 19000, loss 0.0402732, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.572708: step 19000, loss 0.0395811, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.574532: step 19000, loss 0.635184, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.576617: step 19000, loss 0.0904224, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.578475: step 19000, loss 0.0377953, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.580897: step 19000, loss 0.0682863, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.582729: step 19000, loss 0.0485767, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.584507: step 19000, loss 0.0940592, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.586393: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.588126: step 19000, loss 0.371334, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.589643: step 19000, loss 0.0489263, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.591330: step 19000, loss 0.0762598, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.593300: step 19000, loss 0.136626, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.595174: step 19000, loss 1.97048, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.597123: step 19000, loss 0.0636138, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.599184: step 19000, loss 0.0362535, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.601448: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.603256: step 19000, loss 0.141001, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.605194: step 19000, loss 0.0527118, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.607114: step 19000, loss 0.114643, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.609079: step 19000, loss 0.0601093, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.611142: step 19000, loss 3.91817, acc 0\n",
      "<AT_NAME/> you believe the country needs a leader to mother over selfish people hillary wants to rule the world <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.613170: step 19000, loss 0.316131, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.614678: step 19000, loss 2.37309, acc 0\n",
      "<AT_NAME/> a whacko endorsing a whacko … great <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.616831: step 19000, loss 0.0614814, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.619145: step 19000, loss 0.198547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.620856: step 19000, loss 0.0403893, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.622588: step 19000, loss 0.121297, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.624436: step 19000, loss 1.41479, acc 0\n",
      "<AT_NAME/> is throwing his twitter tantrums again what a vile man smh <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.626053: step 19000, loss 0.0466339, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.627896: step 19000, loss 0.103262, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.629811: step 19000, loss 2.18973, acc 0\n",
      "<AT_NAME/> <AT_NAME/> take it from her shes been defunct since 1988 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.632716: step 19000, loss 0.105751, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.634469: step 19000, loss 0.404419, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.636163: step 19000, loss 0.0611911, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.637818: step 19000, loss 0.0894272, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.639734: step 19000, loss 0.97515, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.641586: step 19000, loss 0.254178, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.643506: step 19000, loss 0.0402193, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.653386: step 19000, loss 0.0363071, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.655836: step 19000, loss 0.0740461, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.658016: step 19000, loss 0.0462947, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.660106: step 19000, loss 0.0400332, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.662626: step 19000, loss 0.0529617, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.664797: step 19000, loss 0.0559846, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.666936: step 19000, loss 0.0376227, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.669189: step 19000, loss 0.0379718, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.671237: step 19000, loss 0.0366124, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.673220: step 19000, loss 0.0374844, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.675462: step 19000, loss 0.036737, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.677486: step 19000, loss 0.149305, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.679320: step 19000, loss 1.47217, acc 0\n",
      "<AT_NAME/> why dont you learn what a church is and try going to one <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.681795: step 19000, loss 2.10866, acc 0\n",
      "<AT_NAME/> donald its time to quit the attacks on your competitors and start attacking hillary clinton we must defeat the democrats <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.684995: step 19000, loss 0.106783, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.687054: step 19000, loss 0.0493905, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.689008: step 19000, loss 4.30407, acc 0\n",
      "<AT_NAME/> youre not trying to jew us over are you bernie <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.690913: step 19000, loss 0.128032, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.692684: step 19000, loss 0.0367538, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.694310: step 19000, loss 0.0362596, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.696104: step 19000, loss 0.206122, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.698730: step 19000, loss 0.0561682, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.701172: step 19000, loss 0.040361, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.703991: step 19000, loss 0.0396975, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.706250: step 19000, loss 0.381787, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.709140: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.711009: step 19000, loss 0.0363542, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.712865: step 19000, loss 0.0797287, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.715318: step 19000, loss 0.0400418, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.717994: step 19000, loss 0.0370506, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.720324: step 19000, loss 0.0458116, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.722272: step 19000, loss 0.473404, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.724573: step 19000, loss 0.262168, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.726744: step 19000, loss 0.0677387, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.728690: step 19000, loss 0.0373854, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.730829: step 19000, loss 0.0364189, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.733027: step 19000, loss 0.0433046, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.736323: step 19000, loss 0.0711198, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.738238: step 19000, loss 2.48797, acc 0\n",
      "<AT_NAME/> and the guy who has endorsed you gotta be a nut job  i hate to break this to you trump but we muslims are everywhere <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.740188: step 19000, loss 0.0405113, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.741972: step 19000, loss 0.0364007, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.743793: step 19000, loss 0.0368189, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.745921: step 19000, loss 2.32506, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> 2 easy 2 readwhat she did to trump shows what she is however i new this way before thathappened <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.748258: step 19000, loss 0.777003, acc 0\n",
      "\n",
      "2016-03-11T16:32:45.750473: step 19000, loss 1.4303, acc 0\n",
      "<AT_NAME/> u say that  u will never divide us as if that is the only problem facing us u are a player after the fame without the skills <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.752585: step 19000, loss 0.0448245, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.755083: step 19000, loss 0.0715486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.757062: step 19000, loss 0.171021, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.759231: step 19000, loss 0.570682, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.761124: step 19000, loss 0.0495126, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.763164: step 19000, loss 0.154515, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.765196: step 19000, loss 0.0554307, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.767402: step 19000, loss 0.233315, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.769536: step 19000, loss 0.0371208, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.771624: step 19000, loss 0.13039, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.773733: step 19000, loss 0.0382705, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.775685: step 19000, loss 0.390795, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.777405: step 19000, loss 0.038016, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.779259: step 19000, loss 0.0434863, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.781067: step 19000, loss 0.0362956, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.783277: step 19000, loss 0.0810898, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.785263: step 19000, loss 0.0442639, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.788202: step 19000, loss 0.0393304, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.790603: step 19000, loss 0.038209, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.793076: step 19000, loss 0.0521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.795320: step 19000, loss 0.0362506, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.798408: step 19000, loss 0.0392983, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.800695: step 19000, loss 0.188252, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.802958: step 19000, loss 0.137558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.804984: step 19000, loss 0.0428853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.807152: step 19000, loss 0.0392839, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.809129: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.811247: step 19000, loss 0.384457, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.813428: step 19000, loss 0.0415676, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.815662: step 19000, loss 0.0416158, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.817739: step 19000, loss 0.0403647, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.819820: step 19000, loss 0.540014, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.822088: step 19000, loss 0.0368048, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.824184: step 19000, loss 0.0518991, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.826362: step 19000, loss 0.351877, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.828301: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.830447: step 19000, loss 0.0374783, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.832467: step 19000, loss 0.0385382, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.834446: step 19000, loss 0.0403549, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.836339: step 19000, loss 0.177942, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.839437: step 19000, loss 0.0458905, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.841549: step 19000, loss 0.775759, acc 0\n",
      "<AT_NAME/> how much did you pay for this endorsement if #falwell loved you (rather than $ or power) he would call you to repentance <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.843914: step 19000, loss 0.541812, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.846216: step 19000, loss 0.0739027, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.848512: step 19000, loss 0.0396341, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.850579: step 19000, loss 0.180467, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.853105: step 19000, loss 1.32128, acc 0\n",
      "word is that little morty zuckerman’s <AT_NAME/> loses more than $50 million per yearcan that be possible <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.855440: step 19000, loss 0.0366114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.857550: step 19000, loss 0.0366482, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.859901: step 19000, loss 0.249351, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.863794: step 19000, loss 0.338824, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.866422: step 19000, loss 0.0391972, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.869083: step 19000, loss 0.0362419, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.871875: step 19000, loss 0.0372985, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.874053: step 19000, loss 0.0383552, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.876812: step 19000, loss 0.166136, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.879246: step 19000, loss 0.0389639, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.881297: step 19000, loss 0.0368295, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.883321: step 19000, loss 0.0384913, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.885247: step 19000, loss 0.0363827, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.887313: step 19000, loss 0.0373054, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.890532: step 19000, loss 0.0368451, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.892618: step 19000, loss 0.0376182, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.894972: step 19000, loss 0.184609, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.900500: step 19000, loss 0.0855336, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.903914: step 19000, loss 1.18591, acc 0\n",
      "<AT_NAME/> the question is how much that you pay him for the endorsement and he is nobody the pope francis is whit mr marco rubio <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.907076: step 19000, loss 0.0365623, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.909576: step 19000, loss 0.0378398, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.912328: step 19000, loss 0.045829, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.914496: step 19000, loss 0.0499325, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.916970: step 19000, loss 0.154526, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.919407: step 19000, loss 0.0476822, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.921919: step 19000, loss 0.0396269, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.924354: step 19000, loss 0.087361, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.926581: step 19000, loss 0.0366552, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.928792: step 19000, loss 0.234694, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.930971: step 19000, loss 0.0370945, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.933059: step 19000, loss 0.045569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.935219: step 19000, loss 0.0383158, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.937483: step 19000, loss 0.036607, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.939667: step 19000, loss 0.0362448, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.942667: step 19000, loss 2.97614, acc 0\n",
      "<AT_NAME/> respected among dimsum christians nothing more perhaps that clown can help you brush up on your bible study <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.945131: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.947362: step 19000, loss 0.0364311, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.949676: step 19000, loss 0.637429, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:45.951688: step 19000, loss 0.0364521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.953729: step 19000, loss 0.0363088, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.956122: step 19000, loss 4.5407, acc 0\n",
      "<AT_NAME/> right on <AT_NAME/> <AT_NAME/> funded the #washingtoncartel for #years now all sudden don fighting for us wake up folks <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:45.958383: step 19000, loss 0.0371684, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.960599: step 19000, loss 0.0424747, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.963323: step 19000, loss 0.0405503, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.967084: step 19000, loss 0.0411628, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.969651: step 19000, loss 0.171267, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.971961: step 19000, loss 0.0525216, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.974296: step 19000, loss 0.043295, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.976965: step 19000, loss 0.0366674, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.979224: step 19000, loss 0.521114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.981542: step 19000, loss 0.109563, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.983579: step 19000, loss 0.0513314, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.985647: step 19000, loss 0.0365879, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.987673: step 19000, loss 0.127442, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.989623: step 19000, loss 0.0484957, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:45.995479: step 19000, loss 0.0433142, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.001898: step 19000, loss 1.70592, acc 0\n",
      "<AT_NAME/> is only about <AT_NAME/> #narcissism <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.004920: step 19000, loss 1.40382, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.008198: step 19000, loss 0.0471764, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.012502: step 19000, loss 0.0374927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.018550: step 19000, loss 0.0430934, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.021604: step 19000, loss 0.0468948, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.026326: step 19000, loss 0.0585793, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.028846: step 19000, loss 1.84356, acc 0\n",
      "we need a president with a proven record not someone who went bankrupt like <AT_NAME/> #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.030998: step 19000, loss 0.038432, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.032963: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.043425: step 19000, loss 0.0474137, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.047638: step 19000, loss 0.241463, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.051002: step 19000, loss 0.0370504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.053422: step 19000, loss 0.242437, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.055411: step 19000, loss 0.0507876, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.057560: step 19000, loss 0.211695, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.059936: step 19000, loss 0.0362711, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.061815: step 19000, loss 0.306357, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.064053: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.067318: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.069427: step 19000, loss 0.122393, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.071858: step 19000, loss 0.109769, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.074164: step 19000, loss 0.0665827, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.076188: step 19000, loss 0.892632, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.078246: step 19000, loss 0.0389569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.080288: step 19000, loss 0.0480546, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.082378: step 19000, loss 0.036249, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.084271: step 19000, loss 0.45373, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.086439: step 19000, loss 0.0374893, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.089066: step 19000, loss 0.0367762, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.092645: step 19000, loss 0.0955691, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.098599: step 19000, loss 0.108075, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.102301: step 19000, loss 0.0366754, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.104819: step 19000, loss 0.0646024, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.107512: step 19000, loss 0.252637, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.110018: step 19000, loss 0.321049, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.112666: step 19000, loss 1.47959, acc 0\n",
      "anybody who watched all of ted cruzs far too long rambling overly flamboyant speech last nite would say that was his howard dean moment <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.114790: step 19000, loss 0.0386681, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.116985: step 19000, loss 2.56097, acc 0\n",
      "<AT_NAME/> this the big endorsement about as surprising as <AT_NAME/> and far less entertaining gather all ye snakes to the pit <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.118976: step 19000, loss 0.0385129, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.121509: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.123638: step 19000, loss 0.0451633, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.125524: step 19000, loss 0.0491835, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.127501: step 19000, loss 0.0363188, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.129385: step 19000, loss 0.037395, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.131363: step 19000, loss 1.37988, acc 0\n",
      "<AT_NAME/> you are a fascist trump <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.133422: step 19000, loss 0.236129, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.135202: step 19000, loss 0.0388827, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.137247: step 19000, loss 0.0374115, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.139396: step 19000, loss 0.0920922, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.141822: step 19000, loss 3.68548, acc 0\n",
      "all you do is win <AT_NAME/> really <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.144429: step 19000, loss 0.0988669, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.146659: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.149309: step 19000, loss 5.06407, acc 0\n",
      "appalling for <AT_NAME/> to legitimize the castro regime with a visit before freedom for cuban people watch <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.152305: step 19000, loss 0.0467594, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.154328: step 19000, loss 0.0363467, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.156344: step 19000, loss 0.108252, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.158764: step 19000, loss 0.0425367, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.160768: step 19000, loss 0.0429761, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.164635: step 19000, loss 0.0363234, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.167148: step 19000, loss 0.0465298, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.169983: step 19000, loss 0.046173, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.173208: step 19000, loss 0.0915516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.176306: step 19000, loss 0.310955, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.178279: step 19000, loss 0.0364465, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.180057: step 19000, loss 1.28947, acc 0\n",
      "<AT_NAME/> is just an old white man who thinks he understands the struggle of minoritys <AT_NAME/> true <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.181880: step 19000, loss 0.149626, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.183978: step 19000, loss 0.137558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.185818: step 19000, loss 0.136946, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.187716: step 19000, loss 0.184477, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.189391: step 19000, loss 0.0444983, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.191137: step 19000, loss 0.0556634, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.193031: step 19000, loss 0.0523223, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.195190: step 19000, loss 0.33894, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.198075: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.200545: step 19000, loss 1.48722, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> obama and his muslim brotherhood has set up nwo nau very bad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.204578: step 19000, loss 0.0382783, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.207118: step 19000, loss 0.0384208, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.209249: step 19000, loss 0.363589, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.211409: step 19000, loss 0.117126, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.213613: step 19000, loss 0.0474234, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.215679: step 19000, loss 0.044122, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.217968: step 19000, loss 0.0370139, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.219829: step 19000, loss 0.0382294, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.222010: step 19000, loss 0.0749173, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.224301: step 19000, loss 0.0675204, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.226279: step 19000, loss 0.0372298, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.228328: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.230403: step 19000, loss 0.0396977, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.232772: step 19000, loss 0.0482881, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.235011: step 19000, loss 0.0383808, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.237094: step 19000, loss 0.0940695, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.239636: step 19000, loss 0.0368245, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.242053: step 19000, loss 0.0464847, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.244610: step 19000, loss 0.750062, acc 0\n",
      "just watched the very incompetent mitt romney campaign strategist stuart stevens now i know why mitt lost so badly stevens is a clown <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.251719: step 19000, loss 0.200962, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.254947: step 19000, loss 0.0364228, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.257744: step 19000, loss 0.0370367, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.260184: step 19000, loss 0.168256, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.266733: step 19000, loss 0.0423939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.270689: step 19000, loss 0.036248, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.273273: step 19000, loss 0.0364312, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.275798: step 19000, loss 0.036239, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.277695: step 19000, loss 0.206095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.279744: step 19000, loss 0.0378901, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.281431: step 19000, loss 0.226553, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.283210: step 19000, loss 0.0364192, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.285738: step 19000, loss 0.0363214, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.293831: step 19000, loss 2.16299, acc 0\n",
      "<AT_NAME/> if youre for gender equality why are you using your gender to try to one up your opponents <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.296434: step 19000, loss 0.297932, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.298327: step 19000, loss 0.0386821, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.300578: step 19000, loss 2.62546, acc 0\n",
      "<AT_NAME/> <AT_NAME/> hes just another mooch mr trump i can spot one from a hundred feet by the smell <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.307151: step 19000, loss 0.0363623, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.312948: step 19000, loss 0.440593, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.315497: step 19000, loss 0.814009, acc 0\n",
      "icymi i’m the only one who took on <AT_NAME/> exposed the flaws in his candidacy he is not a conservative <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.318215: step 19000, loss 0.0566062, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.321312: step 19000, loss 0.0469865, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.327588: step 19000, loss 0.0509697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.330247: step 19000, loss 1.0597, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.332948: step 19000, loss 0.236635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.334958: step 19000, loss 0.0382664, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.336965: step 19000, loss 0.0498741, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.338687: step 19000, loss 0.036971, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.340527: step 19000, loss 0.164849, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.342456: step 19000, loss 0.10319, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.344403: step 19000, loss 0.0600848, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.346114: step 19000, loss 0.0372773, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.348129: step 19000, loss 0.0601191, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.350154: step 19000, loss 0.304939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.352506: step 19000, loss 0.0784453, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.362305: step 19000, loss 0.139705, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.366090: step 19000, loss 0.0654348, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.369081: step 19000, loss 0.0365724, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.371970: step 19000, loss 1.00155, acc 0\n",
      "<AT_NAME/> ted cruz lives in the same building as the canadian embassy in dc <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.374514: step 19000, loss 0.0374661, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.376694: step 19000, loss 0.212403, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.378663: step 19000, loss 0.101199, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.380600: step 19000, loss 0.0362765, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.382733: step 19000, loss 0.0391989, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.384688: step 19000, loss 0.0765515, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.386614: step 19000, loss 0.0362518, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.388368: step 19000, loss 2.2417, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.390190: step 19000, loss 0.0389112, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.392138: step 19000, loss 0.188128, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.394013: step 19000, loss 0.337105, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.395986: step 19000, loss 0.0398894, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.397829: step 19000, loss 0.111527, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.399679: step 19000, loss 0.0363876, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.401268: step 19000, loss 0.0384835, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.403779: step 19000, loss 0.0367271, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.409282: step 19000, loss 0.0417241, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.412388: step 19000, loss 0.071374, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.415394: step 19000, loss 0.0771091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.418929: step 19000, loss 0.0492045, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.422230: step 19000, loss 0.07908, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.424476: step 19000, loss 0.0375083, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.426882: step 19000, loss 0.072626, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.429216: step 19000, loss 0.0363045, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.431537: step 19000, loss 0.0372676, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.433505: step 19000, loss 0.054555, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.435658: step 19000, loss 0.0548553, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.437743: step 19000, loss 0.0501744, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.439482: step 19000, loss 0.0620249, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.441584: step 19000, loss 0.0454597, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.443826: step 19000, loss 0.049489, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.446115: step 19000, loss 0.301363, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.448189: step 19000, loss 0.0374447, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.450069: step 19000, loss 0.083201, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.452023: step 19000, loss 0.276928, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.454134: step 19000, loss 0.195753, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.455986: step 19000, loss 0.0434929, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.460834: step 19000, loss 0.0827688, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.463511: step 19000, loss 0.0374238, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.465535: step 19000, loss 0.839699, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.467529: step 19000, loss 0.0378541, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.470697: step 19000, loss 0.115644, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.472914: step 19000, loss 0.0363855, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.475537: step 19000, loss 0.0666877, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.478077: step 19000, loss 0.0515584, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.480935: step 19000, loss 2.73308, acc 0\n",
      "if donald trump builds his wall the way he built trump tower he’ll be using illegal immigrant labor to do it #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.483266: step 19000, loss 0.248581, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.485307: step 19000, loss 0.0402644, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.487112: step 19000, loss 2.9142, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.489144: step 19000, loss 0.358338, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.491211: step 19000, loss 0.411809, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.493836: step 19000, loss 0.126154, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.495925: step 19000, loss 0.0363939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.498218: step 19000, loss 3.41806, acc 0\n",
      "<AT_NAME/> put americas secrets at risk for her convenience #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.500399: step 19000, loss 0.0449901, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.502049: step 19000, loss 0.0520652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.503941: step 19000, loss 0.0407309, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.505572: step 19000, loss 0.110586, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.507583: step 19000, loss 0.100376, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.509514: step 19000, loss 0.0395378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.511565: step 19000, loss 0.07051, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.513544: step 19000, loss 0.037497, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.515642: step 19000, loss 1.09793, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.517617: step 19000, loss 0.0376369, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.519751: step 19000, loss 0.0759202, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.522762: step 19000, loss 0.0381835, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.524539: step 19000, loss 0.292607, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.526721: step 19000, loss 0.184622, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.531807: step 19000, loss 0.0443929, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.535197: step 19000, loss 0.0578813, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.537320: step 19000, loss 0.199828, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.539332: step 19000, loss 0.052699, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.541625: step 19000, loss 0.0362627, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.543919: step 19000, loss 0.0372636, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.545630: step 19000, loss 0.139961, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.547643: step 19000, loss 0.198087, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.549683: step 19000, loss 0.0491952, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.551580: step 19000, loss 1.02883, acc 0\n",
      "<AT_NAME/> 75% of the abortions are black babies i guess you an hillary are racist over 99 thousand black babies last year aborted <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.553806: step 19000, loss 2.94762, acc 0\n",
      "<AT_NAME/> throwing away all new york voters not too smart which is the next city youll offend rafael <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.555984: step 19000, loss 0.0418899, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.557851: step 19000, loss 0.0448415, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.559738: step 19000, loss 0.061478, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.561605: step 19000, loss 0.041658, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.564010: step 19000, loss 0.0362432, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.566311: step 19000, loss 0.115459, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.568471: step 19000, loss 0.391962, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.570405: step 19000, loss 0.0369569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.573145: step 19000, loss 0.135635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.576527: step 19000, loss 0.0362512, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.578429: step 19000, loss 0.112708, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.580344: step 19000, loss 0.0405986, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.582978: step 19000, loss 0.047345, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.585403: step 19000, loss 0.0520545, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.587642: step 19000, loss 0.0442496, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.589695: step 19000, loss 2.02428, acc 0\n",
      "<AT_NAME/> you know theres something mentally wrong with someone if they genuinely believe donald trump is a good candidate smh <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.591960: step 19000, loss 0.144095, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.594418: step 19000, loss 0.0384402, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.596114: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.598303: step 19000, loss 1.71361, acc 0\n",
      "trump has proven already that he is completely malleable <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.600935: step 19000, loss 0.203573, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.603294: step 19000, loss 0.0366287, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.605826: step 19000, loss 0.0364437, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.608151: step 19000, loss 0.0613809, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.610610: step 19000, loss 0.0397116, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.612915: step 19000, loss 0.0518735, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.614996: step 19000, loss 0.038484, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.616965: step 19000, loss 0.0384164, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.619127: step 19000, loss 0.551587, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.621509: step 19000, loss 0.0378373, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.627627: step 19000, loss 0.172781, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.631848: step 19000, loss 1.44111, acc 0\n",
      "<AT_NAME/> + <AT_NAME/> = another classic pairing of $ and god i forget doesnt the bible mention someone about $ roots evil <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.635445: step 19000, loss 0.299523, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.637842: step 19000, loss 0.0368826, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.640632: step 19000, loss 0.0391439, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.644837: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.647201: step 19000, loss 0.0365148, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.649232: step 19000, loss 0.0433834, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.651488: step 19000, loss 0.0528205, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.653821: step 19000, loss 0.0363908, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.656079: step 19000, loss 0.0397486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.658019: step 19000, loss 0.03698, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.660511: step 19000, loss 0.0641591, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.662754: step 19000, loss 0.259518, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.664926: step 19000, loss 0.132144, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.667060: step 19000, loss 0.0845039, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.668958: step 19000, loss 0.177412, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.671444: step 19000, loss 0.107322, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.673438: step 19000, loss 0.0363952, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.675474: step 19000, loss 0.159179, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.677792: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.680536: step 19000, loss 6.54444, acc 0\n",
      "lying ted cruz and leightweight chocker marco rubio teamed up last night in a last ditch effort to stop our great movement they failed <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.684761: step 19000, loss 0.178819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.686697: step 19000, loss 0.0457097, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.688811: step 19000, loss 0.0449499, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.691111: step 19000, loss 0.102372, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.692874: step 19000, loss 0.0474719, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.694707: step 19000, loss 0.121063, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.696397: step 19000, loss 0.0369319, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.698438: step 19000, loss 0.0366673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.700155: step 19000, loss 0.0410482, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.701737: step 19000, loss 0.041322, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.703458: step 19000, loss 0.0872653, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.705004: step 19000, loss 0.0363881, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.706525: step 19000, loss 1.78657, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.708300: step 19000, loss 0.0844058, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.709978: step 19000, loss 1.08976, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.711300: step 19000, loss 2.21622, acc 0\n",
      "<AT_NAME/> a nut job supporting a nut job im so surprised 😱😱😂😂😂 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.712904: step 19000, loss 0.146287, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.714517: step 19000, loss 1.24011, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.715798: step 19000, loss 0.166429, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.717382: step 19000, loss 0.0363248, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.719118: step 19000, loss 0.0842042, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.721699: step 19000, loss 0.0365944, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.723745: step 19000, loss 0.0567756, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.725712: step 19000, loss 0.0383927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.727753: step 19000, loss 0.540235, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.729857: step 19000, loss 0.0455633, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.731825: step 19000, loss 0.0362697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.735058: step 19000, loss 0.426308, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.737339: step 19000, loss 0.0466328, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.739801: step 19000, loss 0.0405615, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.742200: step 19000, loss 0.0386547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.744297: step 19000, loss 0.0556608, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.746195: step 19000, loss 0.0364741, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.748360: step 19000, loss 0.0832607, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.750256: step 19000, loss 0.0670224, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.752291: step 19000, loss 1.42646, acc 0\n",
      "<AT_NAME/> knows his electorate he spent the last four years burning bridges to run for president #ambition <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.754061: step 19000, loss 0.818332, acc 0\n",
      "<AT_NAME/> <AT_NAME/> romney should have been a tough guy with obama he cowered and lost badly hes not relevant <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.755941: step 19000, loss 0.0531988, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.757492: step 19000, loss 0.248434, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.759084: step 19000, loss 0.0366557, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.760842: step 19000, loss 0.146112, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.762603: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.764516: step 19000, loss 0.0481363, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.766270: step 19000, loss 0.0391986, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.768001: step 19000, loss 0.0362853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.769483: step 19000, loss 2.65524, acc 0\n",
      "ted cruz’s campaign spread false report in iowa that ben carson was quitting race <URL/> via <AT_NAME/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.770983: step 19000, loss 0.0379402, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.772678: step 19000, loss 0.0633538, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.774756: step 19000, loss 0.060393, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.776414: step 19000, loss 5.55709, acc 0\n",
      "<AT_NAME/> <AT_NAME/> welcome to the team of failure <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.778463: step 19000, loss 0.0362663, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.780072: step 19000, loss 0.0368801, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.781701: step 19000, loss 0.0372753, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.783516: step 19000, loss 0.124141, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.786683: step 19000, loss 0.285552, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.789189: step 19000, loss 0.0397024, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.790954: step 19000, loss 0.440427, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.793568: step 19000, loss 0.036477, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.795726: step 19000, loss 2.66695, acc 0\n",
      "<AT_NAME/> cut and ran on his policy stances when his position became politically unpopular <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.798715: step 19000, loss 0.0362421, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.802932: step 19000, loss 0.842616, acc 0\n",
      "<AT_NAME/> he inherited his wealth and position from daddy too  what a shocker  wonder if he is anti teletubby too #srfalwell <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.805146: step 19000, loss 0.0826516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.807373: step 19000, loss 1.63411, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> lol nope you are such an arrogant pos <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.809899: step 19000, loss 0.418507, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.812166: step 19000, loss 0.0668605, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.814115: step 19000, loss 0.0363367, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.816290: step 19000, loss 0.0363125, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.818335: step 19000, loss 0.0389673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.820437: step 19000, loss 0.0368645, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.822111: step 19000, loss 0.0372864, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.823914: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.825619: step 19000, loss 2.38777, acc 0\n",
      "<AT_NAME/> should pay her female employees the same as her male employees #pandererinchief #prisonerinchief <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.827424: step 19000, loss 3.88789, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> cruz warns pastors about trump  fake religious tone <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.829058: step 19000, loss 0.541915, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.830609: step 19000, loss 0.0561613, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.832234: step 19000, loss 0.258163, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.838263: step 19000, loss 0.0978346, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.844246: step 19000, loss 0.0455276, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.847697: step 19000, loss 0.0493427, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.850165: step 19000, loss 0.0533666, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.851742: step 19000, loss 0.179286, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.853486: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.855316: step 19000, loss 1.10547, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.856884: step 19000, loss 0.0370906, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.858391: step 19000, loss 0.0470319, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.860122: step 19000, loss 0.105671, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.862022: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.864062: step 19000, loss 0.0650553, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.865979: step 19000, loss 0.118836, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.868193: step 19000, loss 1.35775, acc 0\n",
      "the great state of nebraska can do much better than <AT_NAME/> as your senator saw him on <AT_NAME/>  totally ineffective wants paid for pols <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.870318: step 19000, loss 0.755253, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.872103: step 19000, loss 0.110407, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.873931: step 19000, loss 0.0362438, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.875573: step 19000, loss 0.066998, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.877653: step 19000, loss 0.0374102, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.879524: step 19000, loss 0.405504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.881250: step 19000, loss 0.0372814, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.883038: step 19000, loss 0.0365197, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.884525: step 19000, loss 0.044023, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.885962: step 19000, loss 0.0382462, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.887306: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.889528: step 19000, loss 3.80986, acc 0\n",
      "<AT_NAME/> trump muslims are not afraid of you actually we are quite amused kids these days instead of watching cartoons <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.891348: step 19000, loss 0.0414976, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.894181: step 19000, loss 0.0618467, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.896064: step 19000, loss 0.181254, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.898227: step 19000, loss 0.0370506, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.900087: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.902251: step 19000, loss 0.833665, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.903884: step 19000, loss 0.0386927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.905561: step 19000, loss 0.200082, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.907377: step 19000, loss 0.159538, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.909174: step 19000, loss 0.122979, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.910586: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.912107: step 19000, loss 0.0447379, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.913794: step 19000, loss 0.268225, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.915194: step 19000, loss 0.0387443, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.916715: step 19000, loss 0.0362986, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.918038: step 19000, loss 0.0441549, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.919536: step 19000, loss 0.0418697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.921132: step 19000, loss 0.196741, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.923036: step 19000, loss 0.0366973, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.924799: step 19000, loss 0.0373471, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.926532: step 19000, loss 0.910118, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.928325: step 19000, loss 0.5222, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.929872: step 19000, loss 0.264879, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.931543: step 19000, loss 0.142689, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.933411: step 19000, loss 0.0364465, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.935410: step 19000, loss 0.0592438, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.937313: step 19000, loss 0.0826041, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.940009: step 19000, loss 0.152552, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.942833: step 19000, loss 0.0605994, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.945976: step 19000, loss 0.0403175, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.948044: step 19000, loss 0.043914, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.951049: step 19000, loss 1.02089, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.954615: step 19000, loss 0.268663, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.957105: step 19000, loss 0.0387043, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.963461: step 19000, loss 0.0364092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.966301: step 19000, loss 0.0362697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.969061: step 19000, loss 2.13919, acc 0\n",
      "\n",
      "2016-03-11T16:32:46.970863: step 19000, loss 0.0383793, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.972564: step 19000, loss 0.0507997, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.974442: step 19000, loss 0.041421, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.976135: step 19000, loss 0.0380585, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.977897: step 19000, loss 0.256461, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.979605: step 19000, loss 0.0565477, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.981272: step 19000, loss 0.0363831, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.982931: step 19000, loss 0.0622703, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.984633: step 19000, loss 0.319947, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:46.986637: step 19000, loss 0.0749584, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.988772: step 19000, loss 0.0366777, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.991131: step 19000, loss 0.0816618, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:46.993551: step 19000, loss 0.923162, acc 0\n",
      "<AT_NAME/> <AT_NAME/> trump makes cruz appear to be generousnever ask trump for anythinghe will make it a problem <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.996846: step 19000, loss 6.25372, acc 0\n",
      "lying ted cruz and lightweight choker marco rubio teamed up last night in a last ditch effort to stop our great movement they failed <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:46.999246: step 19000, loss 0.267281, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.001032: step 19000, loss 2.10229, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.002790: step 19000, loss 0.0649877, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.004579: step 19000, loss 0.118744, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.006187: step 19000, loss 0.0382819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.008603: step 19000, loss 0.0370428, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.010749: step 19000, loss 1.19, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.012493: step 19000, loss 0.205793, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.014434: step 19000, loss 0.192871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.017047: step 19000, loss 0.779148, acc 0\n",
      "<AT_NAME/> <AT_NAME/> ted relished the endorsement of mike bickle is ted against women of power or just women of color in power <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.020758: step 19000, loss 0.0362587, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.023011: step 19000, loss 1.11382, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.025364: step 19000, loss 0.0418278, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.027527: step 19000, loss 0.0509579, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.029805: step 19000, loss 0.133901, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.032132: step 19000, loss 0.894614, acc 0\n",
      "<AT_NAME/> thats only to be expected religion is fucking retarded as are your political ideals <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.034319: step 19000, loss 0.0415781, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.047663: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.051214: step 19000, loss 0.0363226, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.053934: step 19000, loss 0.0554803, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.056326: step 19000, loss 0.036949, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.058463: step 19000, loss 0.0368022, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.063274: step 19000, loss 0.0398521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.065897: step 19000, loss 0.0571802, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.068510: step 19000, loss 0.0894734, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.070810: step 19000, loss 1.46985, acc 0\n",
      "<AT_NAME/> the falwells are hypocrites bible abusing bigots wouldnt be proud of their endorsement <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.073117: step 19000, loss 0.038956, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.075191: step 19000, loss 4.59091, acc 0\n",
      "<AT_NAME/> <AT_NAME/> both owe their success to nepotism <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.077110: step 19000, loss 0.03653, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.079259: step 19000, loss 0.121764, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.081349: step 19000, loss 0.0605616, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.083261: step 19000, loss 0.0881546, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.085082: step 19000, loss 0.818938, acc 0\n",
      "<AT_NAME/> how does it feel knowing you eject peaceful people from your speeches you bigoted pandering balding son of a bitch <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.087818: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.090647: step 19000, loss 0.0376532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.093059: step 19000, loss 0.070004, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.095573: step 19000, loss 0.0373871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.097737: step 19000, loss 0.0432911, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.099989: step 19000, loss 0.0367073, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.104135: step 19000, loss 4.11411, acc 0\n",
      "<AT_NAME/> move from spiritual genocide to intellectual genocide to economic social and cultural genocide to civilizational genocide <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.106679: step 19000, loss 0.0422208, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.108831: step 19000, loss 0.0390839, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.111570: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.114507: step 19000, loss 0.199638, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.118112: step 19000, loss 0.460198, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.128539: step 19000, loss 0.0365205, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.131605: step 19000, loss 0.0400409, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.134759: step 19000, loss 0.326981, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.136990: step 19000, loss 0.0362901, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.139148: step 19000, loss 0.414243, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.141389: step 19000, loss 0.037855, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.143568: step 19000, loss 0.0365559, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.145678: step 19000, loss 0.0369069, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.147931: step 19000, loss 0.120081, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.150098: step 19000, loss 0.137403, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.152427: step 19000, loss 5.21109, acc 0\n",
      "<AT_NAME/> is this how trump plans 2 bring people together white man wants 2 light a black man on fire at trump rally <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.156250: step 19000, loss 0.173027, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.158909: step 19000, loss 0.093091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.164138: step 19000, loss 0.0366513, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.166498: step 19000, loss 0.0737854, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.168049: step 19000, loss 0.066844, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.169721: step 19000, loss 0.0383739, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.171654: step 19000, loss 0.0367453, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.173506: step 19000, loss 0.0384864, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.175135: step 19000, loss 0.0592301, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.176751: step 19000, loss 0.03655, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.178456: step 19000, loss 0.0606334, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.179953: step 19000, loss 0.0677847, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.181350: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.182951: step 19000, loss 0.0442203, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.184850: step 19000, loss 0.0542152, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.186611: step 19000, loss 0.047433, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.188110: step 19000, loss 0.150639, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.190178: step 19000, loss 0.0362853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.192160: step 19000, loss 0.0367962, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.194002: step 19000, loss 0.0375455, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.195805: step 19000, loss 0.611568, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.197523: step 19000, loss 0.0475594, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.199591: step 19000, loss 0.705929, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.201485: step 19000, loss 0.0362493, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.207169: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.210830: step 19000, loss 0.0390589, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.219756: step 19000, loss 0.226247, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.222028: step 19000, loss 0.509135, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.224183: step 19000, loss 0.036679, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.225878: step 19000, loss 0.0367608, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.227723: step 19000, loss 0.188656, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.229484: step 19000, loss 0.0374976, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.231341: step 19000, loss 0.0886265, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.233238: step 19000, loss 0.0363201, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.235038: step 19000, loss 0.0654348, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.236761: step 19000, loss 1.56908, acc 0\n",
      "vladimir putin is an opportunist hes a bully and we have to face him head on #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.238605: step 19000, loss 0.0384429, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.240439: step 19000, loss 0.296407, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.242286: step 19000, loss 0.0362874, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.244200: step 19000, loss 0.0370066, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.245753: step 19000, loss 0.139144, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.248020: step 19000, loss 0.0395743, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.250228: step 19000, loss 0.0421455, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.252279: step 19000, loss 0.0660105, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.254250: step 19000, loss 0.0613111, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.256426: step 19000, loss 0.0656497, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.258865: step 19000, loss 4.01091, acc 0\n",
      "<AT_NAME/> <AT_NAME/> happy that woman anniversary to bill monica lewinsky too many stains to count <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.263351: step 19000, loss 0.0366262, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.265285: step 19000, loss 0.0364514, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.267030: step 19000, loss 0.0654348, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.268648: step 19000, loss 0.639088, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.270630: step 19000, loss 0.0367184, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.272564: step 19000, loss 0.0425064, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.274358: step 19000, loss 0.113943, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.276216: step 19000, loss 0.0539826, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.278218: step 19000, loss 0.0363259, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.279929: step 19000, loss 0.0385548, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.281901: step 19000, loss 0.195129, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.283611: step 19000, loss 0.0584637, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.285516: step 19000, loss 0.0364182, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.288907: step 19000, loss 0.800133, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.290844: step 19000, loss 0.0366038, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.293021: step 19000, loss 0.980265, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.305300: step 19000, loss 0.708727, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.307657: step 19000, loss 0.0371354, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.309455: step 19000, loss 0.0776328, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.311147: step 19000, loss 0.0362431, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.314251: step 19000, loss 0.0374449, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.316567: step 19000, loss 0.160828, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.324491: step 19000, loss 0.0376204, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.326852: step 19000, loss 0.112922, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.332400: step 19000, loss 0.0719625, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.335494: step 19000, loss 0.0364459, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.337877: step 19000, loss 1.0233, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.339829: step 19000, loss 0.235889, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.342270: step 19000, loss 0.0363268, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.344780: step 19000, loss 0.18863, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.346699: step 19000, loss 0.160223, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.348320: step 19000, loss 0.241505, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.350233: step 19000, loss 0.047045, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.352150: step 19000, loss 0.0481569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.353896: step 19000, loss 0.0920977, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.355423: step 19000, loss 0.0405008, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.357428: step 19000, loss 0.0381851, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.359492: step 19000, loss 0.0769673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.361295: step 19000, loss 0.125217, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.363395: step 19000, loss 3.20397, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.369080: step 19000, loss 0.115237, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.371284: step 19000, loss 0.0516769, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.373810: step 19000, loss 0.0395351, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.375733: step 19000, loss 0.0434681, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.377728: step 19000, loss 0.124307, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.379477: step 19000, loss 0.0362416, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.381133: step 19000, loss 0.297513, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.382885: step 19000, loss 0.036529, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.384872: step 19000, loss 0.112984, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.386569: step 19000, loss 0.0368137, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.388312: step 19000, loss 0.0396033, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.390205: step 19000, loss 0.0466318, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.392209: step 19000, loss 0.0495792, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.393966: step 19000, loss 0.0407309, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.396410: step 19000, loss 0.510505, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.398642: step 19000, loss 0.0737433, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.400586: step 19000, loss 0.0379912, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.402614: step 19000, loss 0.0693016, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.404738: step 19000, loss 0.0385519, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.406702: step 19000, loss 1.14903, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.408564: step 19000, loss 0.0363265, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.410487: step 19000, loss 0.10006, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.415721: step 19000, loss 0.0704655, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.419129: step 19000, loss 0.0362639, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.421758: step 19000, loss 0.0368123, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.424654: step 19000, loss 0.0364032, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.427604: step 19000, loss 0.0879166, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.430422: step 19000, loss 0.0668722, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.432248: step 19000, loss 2.2948, acc 0\n",
      "<AT_NAME/> <AT_NAME/> your the phony <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.434361: step 19000, loss 2.20962, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> bernie bull shit for everyone worse his free math doesnt add up <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.436492: step 19000, loss 0.0362652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.438748: step 19000, loss 0.551341, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.441059: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.443338: step 19000, loss 0.0560761, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.445626: step 19000, loss 0.913687, acc 0\n",
      "<AT_NAME/> unfortunately jebby boy you just cant seem to put together a campaign theme that excites america so youll end up on trash heap <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.447555: step 19000, loss 0.201354, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.450030: step 19000, loss 0.0372327, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.452415: step 19000, loss 1.33003, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.454257: step 19000, loss 0.0433252, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.456428: step 19000, loss 0.0426111, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.458187: step 19000, loss 0.0367308, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.459734: step 19000, loss 0.0831593, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.461517: step 19000, loss 0.0478821, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.463091: step 19000, loss 0.0499232, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.464535: step 19000, loss 1.66921, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> narcissist  <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.466231: step 19000, loss 0.0368696, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.468281: step 19000, loss 0.0699922, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.473678: step 19000, loss 1.75366, acc 0\n",
      "<AT_NAME/> <AT_NAME/> youre a money hungry type z celeb wannabe with education and english level of 4 yr old like your support <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.475937: step 19000, loss 0.0379063, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.478105: step 19000, loss 0.0370223, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.480165: step 19000, loss 0.165806, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.482072: step 19000, loss 0.0364514, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.483948: step 19000, loss 0.35509, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.489614: step 19000, loss 0.540703, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.492020: step 19000, loss 0.0641457, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.494369: step 19000, loss 0.136375, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.496458: step 19000, loss 0.0362771, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.499102: step 19000, loss 4.48631, acc 0\n",
      "make sure you get on the trump line and are not mislead by the cruz people they are bad be careful <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.501233: step 19000, loss 0.0995328, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.503330: step 19000, loss 0.0362387, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.505243: step 19000, loss 0.446203, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.507045: step 19000, loss 0.0364166, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.509200: step 19000, loss 0.0362876, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.522185: step 19000, loss 0.0476822, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.525649: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.528296: step 19000, loss 0.254056, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.530960: step 19000, loss 0.263196, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.533325: step 19000, loss 0.120373, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.535187: step 19000, loss 0.054853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.537339: step 19000, loss 0.0415846, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.539585: step 19000, loss 0.0502905, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.541527: step 19000, loss 0.144799, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.543653: step 19000, loss 0.130298, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.545460: step 19000, loss 0.253303, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.547670: step 19000, loss 0.0367347, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.549631: step 19000, loss 0.0721939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.551690: step 19000, loss 0.0374659, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.553818: step 19000, loss 0.0415622, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.556196: step 19000, loss 0.474578, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.558344: step 19000, loss 0.0389711, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.560697: step 19000, loss 0.163551, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.563527: step 19000, loss 0.873606, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.565563: step 19000, loss 0.0380463, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.567723: step 19000, loss 0.0365048, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.569246: step 19000, loss 0.0638488, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.570979: step 19000, loss 0.0402985, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.572667: step 19000, loss 0.730074, acc 0\n",
      "flashback hillary clinton unaccompanied minors should be sent back <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.575021: step 19000, loss 4.01767, acc 0\n",
      "<AT_NAME/> bo’s official us ‘ally’ policy is to hate america and americans <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.578206: step 19000, loss 0.257745, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.580506: step 19000, loss 0.0404141, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.586594: step 19000, loss 0.0665919, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.588873: step 19000, loss 0.586971, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.590992: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.593103: step 19000, loss 0.0826516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.594979: step 19000, loss 0.0365673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.596799: step 19000, loss 0.0424205, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.598707: step 19000, loss 0.0663112, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.600612: step 19000, loss 0.0413087, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.602623: step 19000, loss 1.65984, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.604440: step 19000, loss 0.0396335, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.606185: step 19000, loss 0.0780412, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.609514: step 19000, loss 0.0364465, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.611350: step 19000, loss 0.0382623, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.613130: step 19000, loss 0.0384929, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.614802: step 19000, loss 1.35706, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> send him down to super 8 i hear its cheap like him <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.616549: step 19000, loss 0.0367233, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.618203: step 19000, loss 0.372246, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.619756: step 19000, loss 0.0467506, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.621920: step 19000, loss 0.0363311, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.623721: step 19000, loss 0.0362455, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.625900: step 19000, loss 0.062957, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.632957: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.634843: step 19000, loss 0.0543105, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.640146: step 19000, loss 0.0533164, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.642162: step 19000, loss 0.0601534, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.644859: step 19000, loss 2.75013, acc 0\n",
      "<AT_NAME/> <AT_NAME/> whats a vandersplatt splat😎 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.646657: step 19000, loss 0.0442734, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.648944: step 19000, loss 0.122588, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.650852: step 19000, loss 0.0635314, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.652907: step 19000, loss 0.0453296, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.654601: step 19000, loss 0.532042, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.656525: step 19000, loss 0.0681975, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.658671: step 19000, loss 0.19769, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.660952: step 19000, loss 0.10927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.662955: step 19000, loss 0.395532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.664779: step 19000, loss 0.0659247, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.666234: step 19000, loss 0.962384, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.667738: step 19000, loss 6.97782, acc 0\n",
      "<AT_NAME/> #dumptrump #againsttrump no way in hell well you get our votes ass clown <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.669285: step 19000, loss 0.0399241, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.670775: step 19000, loss 1.11196, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.672173: step 19000, loss 0.0380192, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.674312: step 19000, loss 0.0362432, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.676510: step 19000, loss 0.104569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.678463: step 19000, loss 0.0774723, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.681369: step 19000, loss 2.20248, acc 0\n",
      "<AT_NAME/> mental illness <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.687650: step 19000, loss 0.135742, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.689466: step 19000, loss 0.0577591, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.691602: step 19000, loss 0.0362417, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.693555: step 19000, loss 0.0379699, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.695420: step 19000, loss 2.38804, acc 0\n",
      "<AT_NAME/> jeb bush was as ineffectual as ever as always <AT_NAME/> calls it right trump held them off #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.697261: step 19000, loss 0.0398048, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.699245: step 19000, loss 0.0666176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.701422: step 19000, loss 0.0485999, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.705226: step 19000, loss 0.0415564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.710379: step 19000, loss 0.0420767, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.713286: step 19000, loss 0.255559, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.715065: step 19000, loss 0.784039, acc 0\n",
      "<AT_NAME/> is a liar and a thief heres a video of a bunch of shitty things shes done over the years <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.717827: step 19000, loss 0.0480068, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.720246: step 19000, loss 0.220766, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.721944: step 19000, loss 0.0800526, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.723642: step 19000, loss 0.0553108, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.725143: step 19000, loss 0.470296, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.732930: step 19000, loss 0.041308, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.736393: step 19000, loss 1.92017, acc 0\n",
      "<AT_NAME/> 1 does not believe he has ever had a reason to ask god for forgiveness 2 two corinthians 3 attends church 12x yr <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.738910: step 19000, loss 0.139906, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.741163: step 19000, loss 0.0366231, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.743349: step 19000, loss 0.043303, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.745793: step 19000, loss 0.0397057, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.747917: step 19000, loss 0.122352, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.749976: step 19000, loss 0.0373678, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.751985: step 19000, loss 0.0364521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.754390: step 19000, loss 0.454888, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.756702: step 19000, loss 0.0386204, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.758951: step 19000, loss 0.0494086, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.761061: step 19000, loss 0.0364996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.763363: step 19000, loss 0.0799241, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.765449: step 19000, loss 0.0362409, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.767958: step 19000, loss 4.59878, acc 0\n",
      "<AT_NAME/> <AT_NAME/> wake up trumpkins <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.770070: step 19000, loss 0.755003, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.772438: step 19000, loss 0.150635, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.774764: step 19000, loss 0.0375332, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.777070: step 19000, loss 0.036413, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.780153: step 19000, loss 0.0407652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.782516: step 19000, loss 0.0372156, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.784788: step 19000, loss 0.0369189, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.787885: step 19000, loss 0.843993, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.790070: step 19000, loss 0.0420781, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.792089: step 19000, loss 1.87627, acc 0\n",
      "when mitt romney asked me for my endorsement last time around he was so awkward and goofy that we all should have known he could not win <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.794545: step 19000, loss 0.0420575, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.796562: step 19000, loss 0.0408398, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.798758: step 19000, loss 1.00376, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.800437: step 19000, loss 0.0362475, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.802184: step 19000, loss 0.151492, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.803969: step 19000, loss 0.0386083, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.805590: step 19000, loss 0.0815852, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.807172: step 19000, loss 0.0403404, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.808862: step 19000, loss 0.172134, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.810772: step 19000, loss 0.0436848, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.812980: step 19000, loss 0.0394837, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.815120: step 19000, loss 0.0362939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.820734: step 19000, loss 0.0404888, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.822853: step 19000, loss 0.0400938, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.825466: step 19000, loss 2.69565, acc 0\n",
      "<AT_NAME/> fat fucktard <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.829205: step 19000, loss 0.0368488, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.831680: step 19000, loss 0.13859, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.833554: step 19000, loss 0.0593903, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.835319: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.836960: step 19000, loss 2.30528, acc 0\n",
      "<AT_NAME/> oh come on if you comped every gravytrainriding political consultant youd have had to file for bankruptcy no 5 by now <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.840090: step 19000, loss 0.394292, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.842467: step 19000, loss 1.29545, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> you coward i hope her husband punches you in the nose for calling her a bimbo on twitter <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.844566: step 19000, loss 0.455791, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.846607: step 19000, loss 0.0934494, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.849122: step 19000, loss 0.0506267, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.851321: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.863383: step 19000, loss 0.0363802, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.866859: step 19000, loss 0.101042, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.869021: step 19000, loss 0.0364358, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.870817: step 19000, loss 0.0990456, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.872620: step 19000, loss 0.0475912, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.874800: step 19000, loss 0.0362756, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.877101: step 19000, loss 1.00206, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.880271: step 19000, loss 0.0362568, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.882723: step 19000, loss 7.87891, acc 0\n",
      "<AT_NAME/> is the only network that does not even mention my very successful event last night $6000000 raised in one hour for our vets <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.884615: step 19000, loss 0.0366538, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.886540: step 19000, loss 1.78277, acc 0\n",
      "<AT_NAME/> you would consider the endorsement of the #unabomber a great honor wouldnt you clowntits <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.888659: step 19000, loss 0.571391, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.891499: step 19000, loss 0.110043, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.893563: step 19000, loss 0.858126, acc 0\n",
      "<AT_NAME/> common core is a state program not federal dip shit <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.895549: step 19000, loss 0.0364029, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.897526: step 19000, loss 0.115034, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.899971: step 19000, loss 0.0378739, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.902374: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.910608: step 19000, loss 0.246094, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.914275: step 19000, loss 0.154021, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.916673: step 19000, loss 0.0364628, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.919614: step 19000, loss 0.0362778, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.921870: step 19000, loss 0.292255, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.923775: step 19000, loss 0.0368049, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.925655: step 19000, loss 0.0491973, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.927537: step 19000, loss 0.272096, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.929609: step 19000, loss 0.038011, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.931413: step 19000, loss 1.27788, acc 0\n",
      "\n",
      "2016-03-11T16:32:47.933210: step 19000, loss 0.0376578, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.935282: step 19000, loss 0.0367442, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.937267: step 19000, loss 0.888309, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> at this point i find both kelly trump to be utterly disgusting arrogant buffoons kelly is a hack <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.939193: step 19000, loss 0.0363871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.941217: step 19000, loss 0.0460896, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.944923: step 19000, loss 0.0607493, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.947547: step 19000, loss 0.0362468, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.949957: step 19000, loss 0.0994248, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.952295: step 19000, loss 0.233404, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.954893: step 19000, loss 0.210872, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.957553: step 19000, loss 0.0367157, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.960063: step 19000, loss 0.0402933, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.962255: step 19000, loss 0.216527, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.964060: step 19000, loss 0.056699, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.966006: step 19000, loss 0.0587487, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.967944: step 19000, loss 0.159705, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.970016: step 19000, loss 0.050725, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.972090: step 19000, loss 0.0371718, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.973930: step 19000, loss 0.0395604, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.975780: step 19000, loss 0.291833, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.977708: step 19000, loss 0.0430969, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.979599: step 19000, loss 0.0369177, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.981672: step 19000, loss 0.06635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.983748: step 19000, loss 3.65524, acc 0\n",
      "<AT_NAME/> put americas secrets at risk for her convenience <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:47.985671: step 19000, loss 0.457059, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.987640: step 19000, loss 0.222895, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.989445: step 19000, loss 0.297272, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.991390: step 19000, loss 0.373671, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.993743: step 19000, loss 0.263485, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:47.996722: step 19000, loss 0.117529, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:47.999018: step 19000, loss 0.116607, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.001347: step 19000, loss 0.296304, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.003327: step 19000, loss 0.0408581, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.005068: step 19000, loss 0.57526, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.007155: step 19000, loss 0.0525128, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.009154: step 19000, loss 0.256202, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.010939: step 19000, loss 0.293719, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.013148: step 19000, loss 1.04043, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.015622: step 19000, loss 0.0438725, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.018092: step 19000, loss 0.0576101, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.020565: step 19000, loss 0.0362446, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.023116: step 19000, loss 0.0364868, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.025503: step 19000, loss 0.0472417, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.027943: step 19000, loss 0.0374867, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.030676: step 19000, loss 0.0694838, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.033601: step 19000, loss 0.0386691, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.035964: step 19000, loss 0.0406372, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.038592: step 19000, loss 0.655764, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.040896: step 19000, loss 0.0403187, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.043532: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.045792: step 19000, loss 0.0365007, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.049592: step 19000, loss 0.0362714, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.052316: step 19000, loss 0.0372094, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.054800: step 19000, loss 0.207593, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.057074: step 19000, loss 0.0406525, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.059110: step 19000, loss 0.043819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.061454: step 19000, loss 0.0535638, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.063956: step 19000, loss 0.157691, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.066160: step 19000, loss 0.935018, acc 0\n",
      "<AT_NAME/> hi jeb if your brother (who i admired as a godly man) could not give the power back to the people tell us how you will be able to <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.068302: step 19000, loss 0.0371539, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.070744: step 19000, loss 0.0923674, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.073032: step 19000, loss 0.40462, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.075413: step 19000, loss 0.162909, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.077607: step 19000, loss 0.202844, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.080255: step 19000, loss 0.0568319, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.082747: step 19000, loss 0.0465613, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.084946: step 19000, loss 0.0363158, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.087219: step 19000, loss 0.0373869, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.089420: step 19000, loss 0.0363878, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.092049: step 19000, loss 0.0494086, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.094326: step 19000, loss 0.0362421, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.096568: step 19000, loss 0.0363247, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.099279: step 19000, loss 0.0377987, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.101715: step 19000, loss 0.0457873, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.103758: step 19000, loss 0.0591559, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.105816: step 19000, loss 0.301416, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.108288: step 19000, loss 0.0387745, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.110607: step 19000, loss 0.333832, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.113089: step 19000, loss 0.654751, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.115301: step 19000, loss 0.0365933, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.117797: step 19000, loss 0.794867, acc 0\n",
      "<AT_NAME/> typical bush tactics of selling fear to idiots and posing as the hero you are such a dick <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.123508: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.126469: step 19000, loss 0.0479614, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.128848: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.130942: step 19000, loss 3.04392, acc 0\n",
      "i will certainly look into it 21 days 19 hours 6 minutes <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.133125: step 19000, loss 0.0839459, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.135120: step 19000, loss 0.0394817, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.137008: step 19000, loss 0.0506458, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.139079: step 19000, loss 0.129069, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.140894: step 19000, loss 0.0362648, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.142792: step 19000, loss 0.0375874, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.144784: step 19000, loss 0.0467673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.147713: step 19000, loss 0.0362822, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.152520: step 19000, loss 0.0495297, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.154825: step 19000, loss 0.0393653, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.156959: step 19000, loss 2.59242, acc 0\n",
      "<AT_NAME/> seriously do you want me to go mop it up hell yes wow you ought drop out of the #republican race for pres #vote2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.158834: step 19000, loss 0.0497652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.160733: step 19000, loss 0.100455, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.162888: step 19000, loss 9.40493, acc 0\n",
      "<AT_NAME/> i hear you think the fed bureaucraps can manage land better than the states or private citizens you agst our rights <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.165348: step 19000, loss 0.241161, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.167694: step 19000, loss 0.991875, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> my names donald trump and people treat me unfairly gonna take toys go home <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.173614: step 19000, loss 0.0362769, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.175752: step 19000, loss 0.210626, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.177668: step 19000, loss 0.0371601, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.179741: step 19000, loss 0.0363136, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.181606: step 19000, loss 0.0392989, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.183763: step 19000, loss 0.580074, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.185762: step 19000, loss 0.0479091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.188529: step 19000, loss 0.0379523, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.191061: step 19000, loss 0.0366065, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.193319: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.195264: step 19000, loss 0.0403486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.197304: step 19000, loss 0.0993264, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.199169: step 19000, loss 0.0365114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.201702: step 19000, loss 0.0613111, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.204966: step 19000, loss 0.0362504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.206959: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.208651: step 19000, loss 0.0364592, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.210245: step 19000, loss 0.0372036, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.212019: step 19000, loss 0.0935578, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.213552: step 19000, loss 0.0444853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.215311: step 19000, loss 0.0576147, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.217341: step 19000, loss 0.469754, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.218842: step 19000, loss 0.046043, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.220801: step 19000, loss 0.0363664, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.222600: step 19000, loss 0.142948, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.224535: step 19000, loss 0.0535037, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.226903: step 19000, loss 0.0428634, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.231916: step 19000, loss 0.0384216, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.234141: step 19000, loss 0.0614482, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.236025: step 19000, loss 0.0367272, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.238331: step 19000, loss 0.0532055, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.240520: step 19000, loss 0.0417946, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.242731: step 19000, loss 0.0823958, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.244567: step 19000, loss 0.95274, acc 0\n",
      "<AT_NAME/> including bills victims of rape and sexual assault <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.246819: step 19000, loss 2.91807, acc 0\n",
      "abc news’ <AT_NAME/>  “i have never seen christie tougher in this race i have never seen marco rubio more rattled” <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.249019: step 19000, loss 0.402564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.251204: step 19000, loss 0.036353, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.253633: step 19000, loss 0.037555, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.257203: step 19000, loss 1.79922, acc 0\n",
      "<AT_NAME/> a man of religion endorsing a supporter of partial birth abortion goes to show how unprincipled some leaders are <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.259569: step 19000, loss 0.0752296, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.261384: step 19000, loss 0.0891375, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.263675: step 19000, loss 0.680995, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.265833: step 19000, loss 0.0462672, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.268562: step 19000, loss 0.0367346, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.271112: step 19000, loss 0.0362429, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.273189: step 19000, loss 0.104224, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.275166: step 19000, loss 0.0804392, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.284027: step 19000, loss 0.176004, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.286118: step 19000, loss 0.104375, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.289332: step 19000, loss 0.0824868, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.292082: step 19000, loss 0.0460475, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.294459: step 19000, loss 0.0473206, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.296722: step 19000, loss 0.0977838, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.299144: step 19000, loss 0.191619, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.301625: step 19000, loss 0.0701281, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.303961: step 19000, loss 0.0511939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.305981: step 19000, loss 0.709456, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.309354: step 19000, loss 0.41447, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.311837: step 19000, loss 0.0456745, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.314258: step 19000, loss 2.92461, acc 0\n",
      "this election is about defeating hillary clinton and about saving what makes america unique <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.316821: step 19000, loss 0.0367081, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.319724: step 19000, loss 0.0362508, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.322133: step 19000, loss 0.12832, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.324416: step 19000, loss 2.66339, acc 0\n",
      "three times <AT_NAME/> refused to answer the question #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.326775: step 19000, loss 0.0897667, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.328867: step 19000, loss 0.0506213, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.331159: step 19000, loss 2.56836, acc 0\n",
      "obamas plan to close gitmo is a continuation of prioritizing his own legacy over the safety of the american people <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.333168: step 19000, loss 0.233703, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.334932: step 19000, loss 0.0512749, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.337151: step 19000, loss 0.200648, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.339278: step 19000, loss 0.08448, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.341302: step 19000, loss 0.0982946, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.343409: step 19000, loss 0.26893, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.346946: step 19000, loss 1.9035, acc 0\n",
      "<AT_NAME/> <AT_NAME/> also all the things rubiocruz were using for hits just petty trump clearly the only one w/all the skills <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.350860: step 19000, loss 0.0376562, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.353311: step 19000, loss 0.0367357, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.355484: step 19000, loss 2.08088, acc 0\n",
      "<AT_NAME/> goes full socialist we will raise taxes  yes we will <URL/> via <AT_NAME/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.358212: step 19000, loss 0.036486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.361463: step 19000, loss 0.0477931, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.363628: step 19000, loss 2.11023, acc 0\n",
      "<AT_NAME/> i became rich by understanding people no you were born rich everybody knows you did nothing to earn it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.365317: step 19000, loss 0.0487091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.367271: step 19000, loss 0.0604477, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.368940: step 19000, loss 0.0455891, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.370846: step 19000, loss 0.0753565, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.372339: step 19000, loss 0.0362468, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.374263: step 19000, loss 0.0586845, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.376289: step 19000, loss 0.0364311, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.378094: step 19000, loss 0.818384, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.380121: step 19000, loss 0.0744268, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.382165: step 19000, loss 1.15065, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.384000: step 19000, loss 0.0420378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.385852: step 19000, loss 0.0388815, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.387860: step 19000, loss 0.0492951, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.389828: step 19000, loss 0.087846, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.391874: step 19000, loss 0.0365649, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.393814: step 19000, loss 0.0989142, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.395647: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.397792: step 19000, loss 0.370387, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.399715: step 19000, loss 0.0367029, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.401486: step 19000, loss 2.95908, acc 0\n",
      "both donald trump hillary want to be neutral between israel and the palestinians if im elected well stand unapologetically with israel <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.403212: step 19000, loss 0.0375925, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.405550: step 19000, loss 0.0498404, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.407989: step 19000, loss 0.0688972, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.410270: step 19000, loss 4.84441, acc 0\n",
      "going to tonights #gopdebate look for this #duckingdonald <AT_NAME/> filter  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.416745: step 19000, loss 0.278175, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.419850: step 19000, loss 0.145012, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.422139: step 19000, loss 0.0715488, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.424719: step 19000, loss 0.0566853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.427144: step 19000, loss 0.183017, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.429569: step 19000, loss 0.0617029, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.432045: step 19000, loss 0.353631, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.434021: step 19000, loss 0.0363656, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.436429: step 19000, loss 0.451291, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.439417: step 19000, loss 0.606213, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.442444: step 19000, loss 0.0610748, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.445004: step 19000, loss 0.0372608, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.446984: step 19000, loss 0.253789, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.448873: step 19000, loss 0.0426111, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.451166: step 19000, loss 0.0893817, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.464187: step 19000, loss 0.0366491, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.468328: step 19000, loss 0.0378886, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.470587: step 19000, loss 0.235534, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.472594: step 19000, loss 0.51792, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.475856: step 19000, loss 0.314794, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.477805: step 19000, loss 0.121762, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.479624: step 19000, loss 0.187548, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.481875: step 19000, loss 0.0470673, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.484238: step 19000, loss 1.5837, acc 0\n",
      "<AT_NAME/> your insurance cant use pre existing condition please go to doctor about your stupidity its dangerously high <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.486682: step 19000, loss 0.0398189, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.489057: step 19000, loss 0.0602856, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.491752: step 19000, loss 0.109702, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.493993: step 19000, loss 0.0471629, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.496141: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.498366: step 19000, loss 0.0373375, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.500862: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.504055: step 19000, loss 0.556465, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.506312: step 19000, loss 0.573115, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.508633: step 19000, loss 0.0772422, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.510727: step 19000, loss 0.0364324, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.512728: step 19000, loss 0.0548985, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.515273: step 19000, loss 0.0450114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.518082: step 19000, loss 0.135411, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.520458: step 19000, loss 0.0395886, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.522804: step 19000, loss 0.0365515, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.524729: step 19000, loss 0.036581, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.526962: step 19000, loss 0.862238, acc 0\n",
      "<AT_NAME/> bet you wont debate us wuss youre an imbecile a disgrace lets fight <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.535102: step 19000, loss 0.324121, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.537744: step 19000, loss 0.0396059, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.539914: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.542132: step 19000, loss 0.813998, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.543963: step 19000, loss 0.128947, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.545822: step 19000, loss 1.13963, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.547738: step 19000, loss 1.18285, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.549565: step 19000, loss 0.0459796, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.551478: step 19000, loss 0.104112, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.553320: step 19000, loss 0.0367402, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.555421: step 19000, loss 0.0554423, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.557308: step 19000, loss 0.0375605, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.559098: step 19000, loss 0.0762445, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.561247: step 19000, loss 0.0364137, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.563114: step 19000, loss 1.23194, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.565110: step 19000, loss 0.265883, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.567346: step 19000, loss 0.0594307, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.570440: step 19000, loss 0.0857036, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.573186: step 19000, loss 1.19338, acc 0\n",
      "<AT_NAME/> #teamtrump people see through the lies of competitorsthe truth hurts doesnt it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.575123: step 19000, loss 0.852503, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.576829: step 19000, loss 0.259795, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.578737: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.580631: step 19000, loss 0.0362461, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.582371: step 19000, loss 1.88434, acc 0\n",
      "<AT_NAME/> i know how you can get more votes tell everyone your going to issue everyone a snowblower in the northeast dumb ass bum <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.584231: step 19000, loss 0.0605616, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.586111: step 19000, loss 0.0437144, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.588514: step 19000, loss 0.0378049, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.590521: step 19000, loss 0.0764719, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.592523: step 19000, loss 0.133566, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.594362: step 19000, loss 0.04109, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.596674: step 19000, loss 0.0362483, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.598898: step 19000, loss 0.0999814, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.601076: step 19000, loss 0.0369378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.603087: step 19000, loss 1.11196, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.605301: step 19000, loss 1.11824, acc 0\n",
      "<AT_NAME/> so whats wrong w/grabbing a mop i did it w/ my troops not as easy as it looks #jonas #nj #christie <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.607731: step 19000, loss 0.0362539, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.609720: step 19000, loss 0.036512, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.611893: step 19000, loss 0.763754, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.613985: step 19000, loss 0.0372035, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.615830: step 19000, loss 0.863444, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.617555: step 19000, loss 2.93643, acc 0\n",
      "<AT_NAME/> is desperate rts someone with 3 followers #cruzcrew #cruz2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.619761: step 19000, loss 0.071805, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.622917: step 19000, loss 0.0377419, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.624794: step 19000, loss 0.0493212, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.626713: step 19000, loss 0.0865472, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.628674: step 19000, loss 0.0597062, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.630969: step 19000, loss 0.0427504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.632913: step 19000, loss 2.60957, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> it is unbearable  i rather clean my toilet <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.635503: step 19000, loss 0.036239, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.637384: step 19000, loss 0.0362698, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.639075: step 19000, loss 0.0363431, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.641069: step 19000, loss 0.0369594, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.642876: step 19000, loss 0.0425195, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.644509: step 19000, loss 0.0364253, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.646902: step 19000, loss 0.0370581, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.649265: step 19000, loss 0.0362401, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.651079: step 19000, loss 0.0367871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.653721: step 19000, loss 0.0365853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.656534: step 19000, loss 0.0538323, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.659231: step 19000, loss 0.0816295, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.661304: step 19000, loss 1.37877, acc 0\n",
      "<AT_NAME/> breaking news satan has endorsed hillary clinton <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.663483: step 19000, loss 0.142579, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.665416: step 19000, loss 0.0364207, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.667474: step 19000, loss 1.25499, acc 0\n",
      "jeb used eminent domain took advantage of a disabled vet in the process (2/2) <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.669971: step 19000, loss 0.0426903, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.672005: step 19000, loss 0.039529, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.675526: step 19000, loss 0.0368662, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.677924: step 19000, loss 0.926207, acc 0\n",
      "<AT_NAME/> so when will you actually answer policy questions without just saying it will be tremendous #emptysuit <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.681040: step 19000, loss 0.0521332, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.683302: step 19000, loss 0.0364542, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.685345: step 19000, loss 0.915753, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.687126: step 19000, loss 0.0463138, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.689175: step 19000, loss 1.26119, acc 0\n",
      "clinton electability faces scrutiny <URL/> via mark gersh <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.691706: step 19000, loss 0.11839, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.693919: step 19000, loss 0.0513696, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.696370: step 19000, loss 0.0364185, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.698489: step 19000, loss 0.0449966, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.700965: step 19000, loss 0.0375649, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.703077: step 19000, loss 0.137558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.705195: step 19000, loss 0.691405, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.707535: step 19000, loss 0.187335, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.709718: step 19000, loss 0.0372849, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.711635: step 19000, loss 0.107097, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.713718: step 19000, loss 0.332906, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.716236: step 19000, loss 0.0363509, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.718738: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.721229: step 19000, loss 0.723399, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.723710: step 19000, loss 0.0488007, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.727545: step 19000, loss 0.0744237, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.729993: step 19000, loss 0.0555106, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.732763: step 19000, loss 0.0394989, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.735399: step 19000, loss 0.0377828, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.738684: step 19000, loss 0.0654911, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.741935: step 19000, loss 0.614771, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.744519: step 19000, loss 0.0984839, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.746908: step 19000, loss 0.0424332, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.749285: step 19000, loss 0.0405992, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.751557: step 19000, loss 0.170277, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.753828: step 19000, loss 0.0576134, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.755665: step 19000, loss 0.0369361, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.757782: step 19000, loss 0.0383942, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.760230: step 19000, loss 0.22835, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.762614: step 19000, loss 0.693114, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.764811: step 19000, loss 0.0657471, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.767148: step 19000, loss 0.0861342, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.769396: step 19000, loss 0.0362807, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.771504: step 19000, loss 0.0367529, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.775060: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.778768: step 19000, loss 0.0413233, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.781492: step 19000, loss 0.0375367, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.783866: step 19000, loss 0.0362758, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.786113: step 19000, loss 0.0614091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.790475: step 19000, loss 1.32798, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.794263: step 19000, loss 0.184525, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.804772: step 19000, loss 0.0363276, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.807027: step 19000, loss 0.0667765, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.809069: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.811249: step 19000, loss 0.0384546, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.813377: step 19000, loss 0.0362601, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.815540: step 19000, loss 0.0362697, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.817699: step 19000, loss 1.29996, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.824877: step 19000, loss 0.0493212, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.828578: step 19000, loss 0.0364464, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.833005: step 19000, loss 0.336553, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.836457: step 19000, loss 0.0506303, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.839053: step 19000, loss 0.0590488, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.841934: step 19000, loss 0.0384022, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.844721: step 19000, loss 0.20555, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.847325: step 19000, loss 0.549961, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.849425: step 19000, loss 0.0380854, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.851445: step 19000, loss 0.317349, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.853669: step 19000, loss 0.505769, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.856136: step 19000, loss 0.16201, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.858718: step 19000, loss 0.0648033, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.860885: step 19000, loss 0.0400186, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.863791: step 19000, loss 2.07975, acc 0\n",
      "<AT_NAME/> you obviously dont understand either #hypocrite #notwithher #hillaryforprison <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.866311: step 19000, loss 0.0638605, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.869147: step 19000, loss 2.80665, acc 0\n",
      "<AT_NAME/> <AT_NAME/> liberty university president is fooled by this man <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.871891: step 19000, loss 0.0377214, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.874098: step 19000, loss 0.154734, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.876234: step 19000, loss 0.241169, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:48.878260: step 19000, loss 0.0517254, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.881511: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.886691: step 19000, loss 0.0702167, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.889324: step 19000, loss 0.220881, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.892286: step 19000, loss 0.037014, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.894354: step 19000, loss 0.0363389, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.896454: step 19000, loss 0.0740781, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.898962: step 19000, loss 0.405724, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.901457: step 19000, loss 0.0567727, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.904612: step 19000, loss 0.0438686, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.907893: step 19000, loss 0.060148, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.910422: step 19000, loss 0.0514748, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.912483: step 19000, loss 0.0412038, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.914467: step 19000, loss 0.0454597, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.926979: step 19000, loss 0.324888, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.933900: step 19000, loss 0.514156, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.940748: step 19000, loss 1.66932, acc 0\n",
      "\n",
      "2016-03-11T16:32:48.943582: step 19000, loss 0.373173, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.950694: step 19000, loss 0.0461083, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.955954: step 19000, loss 0.413974, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.960496: step 19000, loss 0.0362434, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.963088: step 19000, loss 4.10205, acc 0\n",
      "jebs tested transparent to get <AT_NAME/> info you need a subpoena #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.965552: step 19000, loss 0.282354, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.967969: step 19000, loss 0.0369662, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.970585: step 19000, loss 0.037583, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.972861: step 19000, loss 0.0506459, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.975486: step 19000, loss 0.0376842, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.978120: step 19000, loss 0.0405061, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.986667: step 19000, loss 0.0379134, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:48.991311: step 19000, loss 4.35746, acc 0\n",
      "<AT_NAME/> another religious wing nut phooey <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:48.998108: step 19000, loss 0.0900778, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.004358: step 19000, loss 0.0428681, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.016784: step 19000, loss 0.0587132, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.019244: step 19000, loss 0.03783, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.021773: step 19000, loss 0.769034, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.024543: step 19000, loss 0.0367763, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.027038: step 19000, loss 0.0451574, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.029778: step 19000, loss 3.23901, acc 0\n",
      "<AT_NAME/> shocker double dumbasses <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.032412: step 19000, loss 0.0654795, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.034756: step 19000, loss 2.99485, acc 0\n",
      "<AT_NAME/> we should all know that your secreatly non religious or athiest <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.039127: step 19000, loss 0.579512, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.041935: step 19000, loss 0.0394473, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.044464: step 19000, loss 0.0560335, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.047657: step 19000, loss 0.708488, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.050332: step 19000, loss 0.908922, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.053300: step 19000, loss 0.0393896, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.056950: step 19000, loss 0.0388014, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.060523: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.063065: step 19000, loss 0.0365394, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.065778: step 19000, loss 0.0365811, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.068152: step 19000, loss 0.0642711, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.070587: step 19000, loss 0.0426328, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.073361: step 19000, loss 0.0552254, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.075708: step 19000, loss 0.38991, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.077811: step 19000, loss 0.0362796, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.079747: step 19000, loss 1.18288, acc 0\n",
      "thanks <AT_NAME/> helps when you know what you stand for cc <AT_NAME/> <AT_NAME/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.081910: step 19000, loss 0.969811, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.083869: step 19000, loss 0.0438056, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.085946: step 19000, loss 0.0401342, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.096825: step 19000, loss 0.0362416, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.101240: step 19000, loss 0.0634664, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.113062: step 19000, loss 0.072544, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.115970: step 19000, loss 0.131782, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.119453: step 19000, loss 0.0377682, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.122826: step 19000, loss 0.0362567, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.125084: step 19000, loss 0.137845, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.127195: step 19000, loss 0.233404, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.130007: step 19000, loss 0.100487, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.132429: step 19000, loss 0.0365959, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.134734: step 19000, loss 0.0527517, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.137370: step 19000, loss 0.0397686, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.139992: step 19000, loss 0.0368494, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.142606: step 19000, loss 0.0385486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.163131: step 19000, loss 2.07797, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.165469: step 19000, loss 0.0409043, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.167983: step 19000, loss 0.0364521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.170374: step 19000, loss 0.036277, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.172561: step 19000, loss 0.202718, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.175005: step 19000, loss 0.0586071, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.177470: step 19000, loss 0.0366557, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.179498: step 19000, loss 0.0375593, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.181425: step 19000, loss 0.114065, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.183266: step 19000, loss 0.071374, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.185660: step 19000, loss 0.059599, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.187937: step 19000, loss 0.0362399, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.190177: step 19000, loss 0.0831819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.192815: step 19000, loss 0.0630095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.195682: step 19000, loss 0.117993, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.198128: step 19000, loss 0.0396282, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.202267: step 19000, loss 0.0877732, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.204667: step 19000, loss 1.27115, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.206662: step 19000, loss 0.0369916, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.208762: step 19000, loss 3.97371, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> shes just grasping for attention <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.210898: step 19000, loss 0.0473863, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.214120: step 19000, loss 0.03708, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.217279: step 19000, loss 0.326657, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.219500: step 19000, loss 0.0531709, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.221604: step 19000, loss 0.0461083, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.223584: step 19000, loss 0.0370973, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.225859: step 19000, loss 0.0362893, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.228286: step 19000, loss 0.118221, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.230853: step 19000, loss 0.577796, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.232797: step 19000, loss 0.0407734, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.234548: step 19000, loss 0.0368454, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.236312: step 19000, loss 1.0056, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> bet everyone on the playground wanted to beat the crap out of cruz and his lizard lips  <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.238142: step 19000, loss 5.43617, acc 0\n",
      "<URL/> #duckingdonald <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.240743: step 19000, loss 0.127211, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.243217: step 19000, loss 0.686644, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.245293: step 19000, loss 0.0693896, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.247281: step 19000, loss 0.0363847, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.249712: step 19000, loss 0.0378671, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.251970: step 19000, loss 0.0460425, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.254575: step 19000, loss 1.43512, acc 0\n",
      "<AT_NAME/> <AT_NAME/> why do they have so many debates this year also why is cruz still allowed to run hes not eligible <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.257996: step 19000, loss 0.0748028, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.261582: step 19000, loss 0.0399699, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.264482: step 19000, loss 0.104414, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.267870: step 19000, loss 0.204991, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.274805: step 19000, loss 0.364095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.277231: step 19000, loss 1.59623, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.279528: step 19000, loss 0.0433015, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.281496: step 19000, loss 0.0453967, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.283310: step 19000, loss 5.82245, acc 0\n",
      "<AT_NAME/> i think you meant to say one of the most notorious bigots in our country deserving though one bigot endorsing another <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.285212: step 19000, loss 0.0401269, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.287220: step 19000, loss 0.0488708, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.289120: step 19000, loss 0.234285, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.290867: step 19000, loss 0.0364055, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.292957: step 19000, loss 0.041921, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.295210: step 19000, loss 0.106384, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.297314: step 19000, loss 0.0519336, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.303588: step 19000, loss 1.36577, acc 0\n",
      "<AT_NAME/> afraid of <AT_NAME/>  she might have blood coming out of whatever again #douchebagforpresident <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.306595: step 19000, loss 0.0364777, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.308759: step 19000, loss 0.181737, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.310714: step 19000, loss 0.602975, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.312786: step 19000, loss 0.0412157, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.314919: step 19000, loss 0.0540104, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.316773: step 19000, loss 5.47093, acc 0\n",
      "the sheer incompetence at the va is outrageous <AT_NAME/> ignores it ill fix it #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.320208: step 19000, loss 0.0404255, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.323041: step 19000, loss 0.715903, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.325285: step 19000, loss 0.0365063, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.331624: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.334293: step 19000, loss 0.0362508, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.336939: step 19000, loss 0.89605, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.339343: step 19000, loss 0.0651186, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.342034: step 19000, loss 0.0379684, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.344496: step 19000, loss 0.0374582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.346569: step 19000, loss 0.0371039, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.348490: step 19000, loss 0.0384775, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.350520: step 19000, loss 0.19778, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.352951: step 19000, loss 0.0628953, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.355425: step 19000, loss 0.0384979, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.362149: step 19000, loss 0.0362409, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.364872: step 19000, loss 0.239505, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.367730: step 19000, loss 0.0789491, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.375032: step 19000, loss 0.0432364, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.378242: step 19000, loss 0.0472417, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.381589: step 19000, loss 0.0613111, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.384548: step 19000, loss 0.0366043, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.387494: step 19000, loss 0.0411196, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.391371: step 19000, loss 0.136503, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.394308: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.397312: step 19000, loss 0.0514635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.400754: step 19000, loss 0.040139, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.403606: step 19000, loss 0.0362435, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.406587: step 19000, loss 0.0374862, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.408682: step 19000, loss 0.0440495, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.410973: step 19000, loss 0.11259, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.413221: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.415489: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.417933: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.420558: step 19000, loss 0.0363008, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.423796: step 19000, loss 0.0367487, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.426010: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.428597: step 19000, loss 0.0472857, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.430908: step 19000, loss 0.0410527, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.433174: step 19000, loss 0.0376067, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.438300: step 19000, loss 0.038225, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.443492: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.446084: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.448569: step 19000, loss 0.068095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.450664: step 19000, loss 0.316923, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.452847: step 19000, loss 0.0621935, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.454784: step 19000, loss 0.0362975, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.456825: step 19000, loss 0.0503734, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.459139: step 19000, loss 0.0371841, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.461439: step 19000, loss 0.0362955, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.463836: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.466099: step 19000, loss 0.0362404, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.468460: step 19000, loss 0.0884541, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.470678: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.473245: step 19000, loss 0.36249, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.481791: step 19000, loss 0.0364532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.484193: step 19000, loss 0.707777, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.486500: step 19000, loss 0.0516003, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.491229: step 19000, loss 0.0815917, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.494717: step 19000, loss 0.13145, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.497523: step 19000, loss 0.31036, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.507745: step 19000, loss 0.123066, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.510183: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.512231: step 19000, loss 0.183251, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.514154: step 19000, loss 0.101635, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.517568: step 19000, loss 0.0421519, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.520107: step 19000, loss 0.482817, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.522384: step 19000, loss 0.0885364, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.524798: step 19000, loss 0.0362899, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.528473: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.530542: step 19000, loss 0.0870492, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.534221: step 19000, loss 0.183161, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.536510: step 19000, loss 0.714526, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.538517: step 19000, loss 0.0449747, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.540739: step 19000, loss 0.0426644, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.542936: step 19000, loss 0.0510532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.545164: step 19000, loss 0.957113, acc 0\n",
      "<AT_NAME/> i agree all women should be able to speak for an hour and 300k like you do wait what <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.547830: step 19000, loss 0.0482884, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.549990: step 19000, loss 0.0574786, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.551520: step 19000, loss 0.045831, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.553162: step 19000, loss 0.0367119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.554995: step 19000, loss 0.0410386, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.556865: step 19000, loss 0.0362492, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.558767: step 19000, loss 1.56399, acc 0\n",
      "<AT_NAME/> <AT_NAME/> wonder if rick will save you a cell in prison you are both criminals #treason <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.560709: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.562557: step 19000, loss 1.63488, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> sad to see the young being used and brainwashed 😢 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.564522: step 19000, loss 0.217141, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.566582: step 19000, loss 0.136076, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.574269: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.576308: step 19000, loss 0.0369046, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.578331: step 19000, loss 0.0426081, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.580715: step 19000, loss 0.103344, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.587091: step 19000, loss 0.0522592, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.594355: step 19000, loss 0.0362818, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.597246: step 19000, loss 0.172928, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.599193: step 19000, loss 0.0363927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.601153: step 19000, loss 0.0364087, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.602630: step 19000, loss 0.978603, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.604513: step 19000, loss 0.0363671, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.606320: step 19000, loss 0.0481179, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.608162: step 19000, loss 0.0458401, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.609932: step 19000, loss 0.0451689, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.612146: step 19000, loss 0.0380168, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.614695: step 19000, loss 0.0602277, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.618452: step 19000, loss 0.0706483, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.620233: step 19000, loss 0.0367502, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.622451: step 19000, loss 0.0362491, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.625040: step 19000, loss 0.0380586, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.627333: step 19000, loss 0.0362865, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.629394: step 19000, loss 0.0491535, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.631791: step 19000, loss 0.338648, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.633910: step 19000, loss 0.296775, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.635921: step 19000, loss 2.36206, acc 0\n",
      "<AT_NAME/> <AT_NAME/> all that land you own that is gods land not yours he makes the laws not you you hurt the world <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.637845: step 19000, loss 0.0400447, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.639799: step 19000, loss 2.61769, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.641811: step 19000, loss 0.036855, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.647813: step 19000, loss 0.0363669, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.650222: step 19000, loss 1.63124, acc 0\n",
      "the iranians know a mark when they see one want more concessions before obama leaves office <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.652265: step 19000, loss 0.0367193, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.653898: step 19000, loss 0.5389, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.656269: step 19000, loss 2.1677, acc 0\n",
      "<AT_NAME/> victim of bill clinton says if i die by committing suicide dont believe it <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.658787: step 19000, loss 0.0365634, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.661048: step 19000, loss 0.0628953, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.663099: step 19000, loss 1.47121, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.664834: step 19000, loss 0.0638813, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.666446: step 19000, loss 0.0416277, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.673630: step 19000, loss 0.502229, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.677237: step 19000, loss 0.893856, acc 0\n",
      "<AT_NAME/> didnt he killed his father and put him in a box <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.681430: step 19000, loss 0.0560093, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.686008: step 19000, loss 0.0365741, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.688371: step 19000, loss 0.0363329, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.691534: step 19000, loss 0.0373946, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.693851: step 19000, loss 0.445786, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.696857: step 19000, loss 0.0525177, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.700209: step 19000, loss 0.0406589, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.702023: step 19000, loss 0.0425982, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.703960: step 19000, loss 0.0406641, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.705799: step 19000, loss 0.0365761, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.708111: step 19000, loss 0.0383189, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.709880: step 19000, loss 0.802278, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.711535: step 19000, loss 5.96142, acc 0\n",
      "<AT_NAME/> no faith in our court system or just trying to play to your base by blaming planned parenthood rather than videographers <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.713267: step 19000, loss 6.9033, acc 0\n",
      "you know before it was called obamacare it was called hillarycare #demdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.715001: step 19000, loss 0.0362411, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.716651: step 19000, loss 0.0367887, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.718856: step 19000, loss 0.0372767, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.728940: step 19000, loss 0.0368547, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.731633: step 19000, loss 0.52611, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.737342: step 19000, loss 0.0369312, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.740930: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.744280: step 19000, loss 0.0362543, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.747284: step 19000, loss 0.0449989, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.753458: step 19000, loss 0.0365319, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.757005: step 19000, loss 0.0362428, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.759274: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.761204: step 19000, loss 0.0362822, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.763389: step 19000, loss 0.225047, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.765388: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.767398: step 19000, loss 0.0544871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.769737: step 19000, loss 0.0367737, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.772253: step 19000, loss 0.30938, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.775268: step 19000, loss 0.199951, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.777648: step 19000, loss 0.101653, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.782488: step 19000, loss 0.0376095, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.784928: step 19000, loss 0.0363045, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.787146: step 19000, loss 0.0399156, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.795721: step 19000, loss 0.0826516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.798348: step 19000, loss 0.0393853, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.800612: step 19000, loss 0.0642581, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.802783: step 19000, loss 0.0410588, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.805174: step 19000, loss 0.0383552, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.808267: step 19000, loss 1.33129, acc 0\n",
      "ted cruz said on <AT_NAME/> that illegals sent out of country by my administration would come right back as citizens another liecrazy <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.810770: step 19000, loss 0.0523305, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.813223: step 19000, loss 0.0552444, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.815532: step 19000, loss 0.147101, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.817851: step 19000, loss 0.0674173, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.819955: step 19000, loss 0.0412041, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.821987: step 19000, loss 0.0368653, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.823829: step 19000, loss 0.710234, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.825674: step 19000, loss 0.0829434, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.827513: step 19000, loss 0.0814724, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.829443: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.831415: step 19000, loss 0.105114, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.833395: step 19000, loss 0.0370824, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.835425: step 19000, loss 0.0406773, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.837370: step 19000, loss 0.0708374, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.839428: step 19000, loss 0.0363644, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.841846: step 19000, loss 0.0996302, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.843840: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.845874: step 19000, loss 0.066987, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.848024: step 19000, loss 0.0398597, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.850170: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.852243: step 19000, loss 0.146235, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.854263: step 19000, loss 0.0405376, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.856508: step 19000, loss 0.0374459, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.860629: step 19000, loss 0.0369194, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.862836: step 19000, loss 0.0362437, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.864876: step 19000, loss 0.0368521, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.866877: step 19000, loss 0.253081, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.869030: step 19000, loss 0.0374601, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.870995: step 19000, loss 0.0362676, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.872862: step 19000, loss 0.238582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.874866: step 19000, loss 0.0417812, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.876834: step 19000, loss 0.404021, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.878940: step 19000, loss 0.0375257, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.880797: step 19000, loss 0.443537, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.882743: step 19000, loss 0.0365077, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.884731: step 19000, loss 0.040582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.886678: step 19000, loss 0.0364465, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.888761: step 19000, loss 0.0483999, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.890808: step 19000, loss 0.0418638, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.892886: step 19000, loss 9.09166, acc 0\n",
      "were never going to get anything done in washington if our leaders cut and run <AT_NAME/> #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.894944: step 19000, loss 0.0504757, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.896749: step 19000, loss 0.0489384, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.898744: step 19000, loss 0.0423662, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.900858: step 19000, loss 0.334775, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.902934: step 19000, loss 0.0622671, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.904868: step 19000, loss 0.137558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.906789: step 19000, loss 1.05088, acc 0\n",
      "senator <AT_NAME/> acted like he was disembodied from the bill it was his bill #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.908896: step 19000, loss 0.596811, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.912800: step 19000, loss 0.0498904, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.915371: step 19000, loss 0.0426067, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.918569: step 19000, loss 0.0404893, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.921884: step 19000, loss 0.211254, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.924023: step 19000, loss 0.0367927, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.926090: step 19000, loss 0.735508, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.928323: step 19000, loss 0.0607924, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.930358: step 19000, loss 4.02028, acc 0\n",
      "<AT_NAME/> yo gov you need to drop out of the race for president you have a better shot of seeing your dick in the shower <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.932458: step 19000, loss 0.0380165, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.934598: step 19000, loss 0.153204, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.936776: step 19000, loss 0.185281, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.939186: step 19000, loss 0.0587132, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.941533: step 19000, loss 0.149122, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.953214: step 19000, loss 0.0437916, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.955878: step 19000, loss 0.0964035, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.958086: step 19000, loss 0.0542966, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.960577: step 19000, loss 0.0950589, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.965419: step 19000, loss 0.0367549, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.967832: step 19000, loss 0.0382188, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.971807: step 19000, loss 0.073157, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.974005: step 19000, loss 0.0362652, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.976112: step 19000, loss 0.567961, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.978405: step 19000, loss 0.0363826, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.980220: step 19000, loss 0.121306, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.982335: step 19000, loss 0.341157, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:49.985346: step 19000, loss 3.487, acc 0\n",
      "<AT_NAME/> why did you decide to call your campaign make america great again hitlers logo was make germany great again <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.987718: step 19000, loss 0.8778, acc 0\n",
      "<AT_NAME/> good job religious leader you just endorsed a candidate whose exwife said under oath that he raped her moral majority <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:49.989698: step 19000, loss 0.804141, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.991702: step 19000, loss 0.808996, acc 0\n",
      "\n",
      "2016-03-11T16:32:49.993626: step 19000, loss 0.0362908, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:49.996144: step 19000, loss 0.741026, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.002981: step 19000, loss 0.0451654, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.006245: step 19000, loss 0.0362679, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.008693: step 19000, loss 0.0364832, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.010994: step 19000, loss 0.0362657, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.013094: step 19000, loss 1.55202, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.016169: step 19000, loss 0.0458391, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.018583: step 19000, loss 0.191597, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.020869: step 19000, loss 0.0478837, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.023168: step 19000, loss 0.0367937, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.025409: step 19000, loss 0.0368546, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.027494: step 19000, loss 5.85726, acc 0\n",
      "dont let #duckingdonald skip the debate get your #maketrumpdebateagain hat today  <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.029566: step 19000, loss 0.138266, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.031311: step 19000, loss 0.0404463, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.033568: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.035466: step 19000, loss 0.0369276, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.037355: step 19000, loss 0.12813, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.039106: step 19000, loss 0.0521731, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.041075: step 19000, loss 0.100698, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.042812: step 19000, loss 0.0593283, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.045026: step 19000, loss 1.0699, acc 0\n",
      "<AT_NAME/> stop sayin ull boycott debates makes u look scared weak of big issues stand strong with pride #trump2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.046835: step 19000, loss 0.0778844, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.048703: step 19000, loss 0.10616, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.050558: step 19000, loss 0.100686, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.052804: step 19000, loss 0.036946, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.054798: step 19000, loss 0.0396048, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.057315: step 19000, loss 0.945326, acc 0\n",
      "<AT_NAME/> <URL/> whining diaper baby  <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.059567: step 19000, loss 0.0720268, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.063663: step 19000, loss 0.037474, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.066375: step 19000, loss 0.24694, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.069834: step 19000, loss 0.989176, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.072358: step 19000, loss 0.408346, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.074842: step 19000, loss 0.0906073, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.077047: step 19000, loss 0.039082, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.079011: step 19000, loss 0.130567, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.081006: step 19000, loss 1.90585, acc 0\n",
      "<AT_NAME/> no one likes you im pretty sure your votes are rigged <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.082798: step 19000, loss 2.0512, acc 0\n",
      "<AT_NAME/> unless youre a useless fetus right hellery by the way hows that war on women thing going <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.084875: step 19000, loss 0.0363354, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.086860: step 19000, loss 0.289586, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.088744: step 19000, loss 0.0506948, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.090421: step 19000, loss 0.0377201, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.092340: step 19000, loss 0.137558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.094483: step 19000, loss 0.0402536, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.096277: step 19000, loss 0.158609, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.098325: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.100680: step 19000, loss 0.036298, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.103399: step 19000, loss 0.199639, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.106334: step 19000, loss 0.107611, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.108648: step 19000, loss 1.60868, acc 0\n",
      "<AT_NAME/> falwell preaches the same hate spewing from your snout 🐖 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.110696: step 19000, loss 0.3032, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.112797: step 19000, loss 0.0457329, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.115045: step 19000, loss 5.95628, acc 0\n",
      "<AT_NAME/> wears womens panties all day long <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.117678: step 19000, loss 0.103856, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.121815: step 19000, loss 0.0617505, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.123934: step 19000, loss 0.0458661, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.125829: step 19000, loss 1.13237, acc 0\n",
      "<AT_NAME/> doesnt believe in america or the constitution everything he stands for is anti american #feelthebern <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.127653: step 19000, loss 0.13849, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.129688: step 19000, loss 0.0363864, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.131588: step 19000, loss 0.167307, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.133703: step 19000, loss 0.319305, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.135957: step 19000, loss 0.053891, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.137964: step 19000, loss 0.0372405, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.140232: step 19000, loss 0.0551953, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.142424: step 19000, loss 0.0986139, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.144916: step 19000, loss 0.444827, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.147061: step 19000, loss 0.0425423, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.149961: step 19000, loss 0.0461118, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.153351: step 19000, loss 4.70505, acc 0\n",
      "<AT_NAME/> christie mr pro quran anti weapon republican new hampshire wake the f up  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.157630: step 19000, loss 0.236054, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.161002: step 19000, loss 0.708011, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.163544: step 19000, loss 0.0380009, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.166111: step 19000, loss 0.0469996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.168527: step 19000, loss 0.0372636, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.172559: step 19000, loss 0.684359, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.176319: step 19000, loss 0.0373123, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.180084: step 19000, loss 0.0617245, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.182449: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.184969: step 19000, loss 0.038484, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.187347: step 19000, loss 0.631367, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.189694: step 19000, loss 0.0597321, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.191811: step 19000, loss 0.0362394, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.193921: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.196494: step 19000, loss 0.0483456, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.198806: step 19000, loss 2.22341, acc 0\n",
      "<AT_NAME/> is trafficking 9/11 conspiracy theories i’m offering detailed plans to defeat isis we need a serious commanderinchief <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.201347: step 19000, loss 0.0363092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.209901: step 19000, loss 0.0988472, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.212184: step 19000, loss 0.0376793, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.214087: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.216580: step 19000, loss 0.0362587, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.218792: step 19000, loss 0.118916, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.220881: step 19000, loss 1.16157, acc 0\n",
      "<AT_NAME/> hell you might not need a wall because who the hell is gonna want to come here with you in control <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.223857: step 19000, loss 0.0496555, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.226442: step 19000, loss 0.6539, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.228669: step 19000, loss 0.0805143, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.230935: step 19000, loss 4.28616, acc 0\n",
      "obamas incremental and naïve foreign policy is not rooted in reality i will restore us leadership <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.233337: step 19000, loss 0.165313, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.235455: step 19000, loss 0.362891, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.238476: step 19000, loss 0.036292, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.240632: step 19000, loss 0.497698, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.242680: step 19000, loss 0.0374869, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.244740: step 19000, loss 2.28752, acc 0\n",
      "state department confirms <AT_NAME/> looked us in the eye and lied <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.246895: step 19000, loss 0.127114, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.248918: step 19000, loss 0.0376106, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.251041: step 19000, loss 0.327963, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.252985: step 19000, loss 0.0371825, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.254853: step 19000, loss 0.036522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.256944: step 19000, loss 1.49907, acc 0\n",
      "<AT_NAME/> gave over $50k to the gang of 8 amnesty group if trump had been in the senate in 2013 itd been the gang of nine <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.259125: step 19000, loss 0.0490662, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.261267: step 19000, loss 0.764578, acc 0\n",
      "<AT_NAME/> so since u take dirty $ and in no way will address income inequality youre incapable of fighting for gender equality <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.263011: step 19000, loss 1.12219, acc 0\n",
      "<AT_NAME/> you mean the power that your brother abused  at 2% its not your problem <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.265132: step 19000, loss 0.0366159, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.268665: step 19000, loss 0.0372005, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.271186: step 19000, loss 0.0373417, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.276480: step 19000, loss 0.0570651, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.280170: step 19000, loss 0.118091, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.282232: step 19000, loss 5.14811, acc 0\n",
      "the new email release is a disaster for hillary clinton at a minimum how can someone with such bad judgement be our next president <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.284159: step 19000, loss 0.0381857, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.286508: step 19000, loss 0.0407154, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.288569: step 19000, loss 3.75163, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> <AT_NAME/> cant buy class can you donald if you can  you need to try <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.290673: step 19000, loss 0.0389112, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.292510: step 19000, loss 0.118389, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.294561: step 19000, loss 0.0362423, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.296617: step 19000, loss 0.23832, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.298749: step 19000, loss 0.0652287, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.300703: step 19000, loss 0.0493582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.302820: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.304857: step 19000, loss 1.81569, acc 0\n",
      "<AT_NAME/> and his ass holyness will install trump university in its place  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.306727: step 19000, loss 0.133202, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.308372: step 19000, loss 0.04147, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.310474: step 19000, loss 0.136299, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.312758: step 19000, loss 0.0448415, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.314692: step 19000, loss 0.0440657, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.317610: step 19000, loss 0.153433, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.319998: step 19000, loss 0.0538522, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.321978: step 19000, loss 2.07365, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> really jeb whats your stupid plan carpet bombing this is your answer  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.324386: step 19000, loss 0.0461053, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.326627: step 19000, loss 0.037097, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.328578: step 19000, loss 0.157092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.331414: step 19000, loss 0.0363266, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.333597: step 19000, loss 0.0753898, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.335817: step 19000, loss 0.0362458, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.338026: step 19000, loss 0.0964052, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.340514: step 19000, loss 0.038599, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.342783: step 19000, loss 0.0821629, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.345555: step 19000, loss 0.0527612, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.348239: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.350819: step 19000, loss 1.09243, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.353523: step 19000, loss 0.0367894, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.356021: step 19000, loss 0.0760037, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.358227: step 19000, loss 0.434688, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.360634: step 19000, loss 0.228503, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.363398: step 19000, loss 0.296821, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.365977: step 19000, loss 1.55255, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.368636: step 19000, loss 0.0362396, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.371255: step 19000, loss 0.0419504, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.374624: step 19000, loss 0.168507, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.377291: step 19000, loss 0.0403816, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.381690: step 19000, loss 0.354647, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.387427: step 19000, loss 0.0371051, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.391175: step 19000, loss 0.0389699, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.396360: step 19000, loss 0.043948, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.398483: step 19000, loss 0.832499, acc 0\n",
      "<AT_NAME/> <AT_NAME/> fartwell is an idiot too you should play together <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.400629: step 19000, loss 0.036859, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.402600: step 19000, loss 0.0369257, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.405247: step 19000, loss 0.589584, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.407683: step 19000, loss 0.392998, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.409520: step 19000, loss 0.0362801, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.411359: step 19000, loss 0.0473913, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.413627: step 19000, loss 0.0481781, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.416378: step 19000, loss 0.077199, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.419267: step 19000, loss 0.0362897, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.421440: step 19000, loss 0.0593722, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.423431: step 19000, loss 0.0963129, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.425606: step 19000, loss 0.888017, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.427807: step 19000, loss 0.0471129, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.430132: step 19000, loss 0.254955, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.431912: step 19000, loss 0.230106, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.434116: step 19000, loss 0.265819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.438103: step 19000, loss 0.0364054, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.440285: step 19000, loss 0.0362483, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.442835: step 19000, loss 0.0547582, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.444831: step 19000, loss 0.0949742, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.447232: step 19000, loss 0.154938, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.449674: step 19000, loss 0.0363807, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.451814: step 19000, loss 0.085555, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.454068: step 19000, loss 0.0538921, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.456469: step 19000, loss 1.91846, acc 0\n",
      "<AT_NAME/> cnn polls are just too far right biased nice try shithead👎🇺🇸 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.458882: step 19000, loss 0.0365176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.461290: step 19000, loss 0.0808568, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.463477: step 19000, loss 0.0765132, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.465925: step 19000, loss 0.0368532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.468157: step 19000, loss 0.0892871, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.470469: step 19000, loss 0.0373631, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.472385: step 19000, loss 0.126498, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.474223: step 19000, loss 0.0673533, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.476458: step 19000, loss 1.58064, acc 0\n",
      "<AT_NAME/> hes a great slimeball in any case hes definitely not respected nor is he a religious leadero <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.479242: step 19000, loss 0.0632799, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.481868: step 19000, loss 2.27506, acc 0\n",
      "for your afternoon playlist we have a couple of <AT_NAME/> classics from the album scripted <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.483798: step 19000, loss 0.0651554, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.485962: step 19000, loss 0.0796805, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.489648: step 19000, loss 0.103966, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.492013: step 19000, loss 0.0391834, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.493860: step 19000, loss 0.764553, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.496068: step 19000, loss 0.743405, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.498080: step 19000, loss 0.180203, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.500096: step 19000, loss 0.038873, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.502165: step 19000, loss 0.0402536, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.504147: step 19000, loss 0.0546846, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.506279: step 19000, loss 0.0408092, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.508303: step 19000, loss 0.0382819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.510252: step 19000, loss 0.0375286, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.511745: step 19000, loss 0.052495, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.513536: step 19000, loss 0.0363868, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.515319: step 19000, loss 0.132643, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.517442: step 19000, loss 0.196668, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.520942: step 19000, loss 0.0695559, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.523061: step 19000, loss 0.247335, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.525058: step 19000, loss 0.609355, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.526665: step 19000, loss 0.0505505, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.532038: step 19000, loss 2.3404, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.534523: step 19000, loss 0.0369569, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.536781: step 19000, loss 5.59039, acc 0\n",
      "pathetic attempt by <AT_NAME/> to try and build up ratings for the #gopdebate without me theyd have no ratings <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.539806: step 19000, loss 0.0492951, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.543132: step 19000, loss 0.945162, acc 0\n",
      "<AT_NAME/> <AT_NAME/> <AT_NAME/> agreed she is blantantly disrespectful to you shes a lightweight <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.545554: step 19000, loss 0.122564, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.547550: step 19000, loss 0.182618, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.549399: step 19000, loss 0.0588414, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.550869: step 19000, loss 0.110516, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.552553: step 19000, loss 0.0365417, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.554384: step 19000, loss 0.0363293, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.556327: step 19000, loss 0.0362909, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.557857: step 19000, loss 0.0665956, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.559632: step 19000, loss 0.0553532, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.561419: step 19000, loss 0.0370222, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.564978: step 19000, loss 0.054247, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.568343: step 19000, loss 0.0574124, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.571963: step 19000, loss 2.26484, acc 0\n",
      "<AT_NAME/> remember just because youre rich doesnt mean youre better not everyone had daddys money to start a business <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.575265: step 19000, loss 0.0973428, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.578183: step 19000, loss 0.0772738, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.585451: step 19000, loss 0.605478, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.589528: step 19000, loss 0.841628, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.595442: step 19000, loss 0.0362429, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.597417: step 19000, loss 0.0363877, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.599294: step 19000, loss 0.121939, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.602416: step 19000, loss 0.0444503, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.616355: step 19000, loss 0.0687166, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.621905: step 19000, loss 0.0379051, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.625483: step 19000, loss 0.0407491, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.628306: step 19000, loss 0.038889, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.630988: step 19000, loss 0.0416486, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.634598: step 19000, loss 0.103856, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.636996: step 19000, loss 0.0650429, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.639922: step 19000, loss 0.0617616, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.641646: step 19000, loss 0.0750235, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.643656: step 19000, loss 0.0433684, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.648562: step 19000, loss 0.0366355, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.651842: step 19000, loss 0.20362, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.654533: step 19000, loss 0.0831873, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.657405: step 19000, loss 0.0396689, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.660346: step 19000, loss 0.0539119, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.662653: step 19000, loss 0.0381526, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.664311: step 19000, loss 0.0365556, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.665886: step 19000, loss 0.0391739, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.667870: step 19000, loss 0.0875039, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.669730: step 19000, loss 0.0917624, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.671609: step 19000, loss 0.071374, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.673725: step 19000, loss 0.467105, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.679446: step 19000, loss 0.0370104, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.681515: step 19000, loss 0.0373558, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.683843: step 19000, loss 0.0371785, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.685855: step 19000, loss 0.0673613, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.687676: step 19000, loss 0.0383384, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.689568: step 19000, loss 0.0362807, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.691845: step 19000, loss 0.0395318, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.693954: step 19000, loss 0.463478, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.696624: step 19000, loss 0.0435441, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.700484: step 19000, loss 0.696251, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.702612: step 19000, loss 0.0370102, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.704502: step 19000, loss 0.0893413, acc 1\n",
      "True Positive\n",
      "\n",
      "2016-03-11T16:32:50.706561: step 19000, loss 0.0372685, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.708572: step 19000, loss 0.0365918, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.710472: step 19000, loss 1.80797, acc 0\n",
      "\n",
      "2016-03-11T16:32:50.712427: step 19000, loss 1.51233, acc 0\n",
      "<AT_NAME/> never knew how uncultured and ignorant you really were until i saw this its a turban not a hat <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "False Negative\n",
      "\n",
      "2016-03-11T16:32:50.714928: step 19000, loss 0.0417873, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.717425: step 19000, loss 0.0362747, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.721154: step 19000, loss 0.0384392, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.726868: step 19000, loss 0.0365896, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.728985: step 19000, loss 0.114757, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.730922: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.732747: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.734512: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.736147: step 19000, loss 0.0375668, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.737802: step 19000, loss 0.0557929, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.739563: step 19000, loss 0.444519, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.741233: step 19000, loss 0.175057, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.743160: step 19000, loss 0.0368996, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.744829: step 19000, loss 0.0639176, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.746900: step 19000, loss 0.519137, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.749221: step 19000, loss 0.0409375, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.753064: step 19000, loss 0.0469819, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.755140: step 19000, loss 0.0420669, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.757432: step 19000, loss 0.0367708, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.760211: step 19000, loss 0.102143, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.762495: step 19000, loss 0.109695, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.765108: step 19000, loss 0.0388691, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.767476: step 19000, loss 0.253378, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.770244: step 19000, loss 0.0376474, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.772577: step 19000, loss 0.0856184, acc 1\n",
      "True Negateive\n",
      "\n",
      "2016-03-11T16:32:50.775684: step 19000, loss 0.546043, acc 1\n",
      "True Negateive\n",
      "\n",
      "True Positives 147\n",
      "True Negatives 1990\n",
      "False Positives 0\n",
      "False Negatives 206\n",
      "Sensitivity: 0.416430594901\n",
      "Specificity: 1.0\n"
     ]
    }
   ],
   "source": [
    "    accuracies = []\n",
    "    \n",
    "    tp = 0\n",
    "    fp = 0\n",
    "    tn = 0\n",
    "    fn = 0\n",
    "    \n",
    "    print_ct = 0\n",
    "    \n",
    "    for y, x in zip(y_dev, x_dev):\n",
    "        a= dev_step([x], [y])\n",
    "        expected = \"example\" if y[0] == 0 and y[1] == 1  else \"nonexample\"\n",
    "        actual = None\n",
    "        if(y[0] == 0 and y[1] == 1):\n",
    "            # correct label is example\n",
    "            if(a == 1.0):\n",
    "                actual = \"example\"\n",
    "            else:\n",
    "                actual = \"nonexample\"\n",
    "        elif(y[0] == 1 and y[1] == 0):\n",
    "            if(a == 1.0):\n",
    "                actual = \"nonexample\"\n",
    "            else:\n",
    "                actual = \"example\"\n",
    "         \n",
    "\n",
    "            \n",
    "        if(expected == \"example\" and actual == \"example\"):\n",
    "            tp += 1\n",
    "            print(\"True Positive\")\n",
    "        elif(expected == \"example\" and actual == \"nonexample\"):\n",
    "            fn += 1\n",
    "            if(print_ct < 500):\n",
    "                print_ct += 1\n",
    "                sent = []\n",
    "                for word in x:\n",
    "                    sent.append(vocabulary_inv[word])\n",
    "                print(' '.join(sent))\n",
    "                \n",
    "                if y[0] == 0 and y[1] == 1:\n",
    "                    print(\"example\")\n",
    "                elif y[0] == 1 and y[1] == 0:\n",
    "                    print(\"nonexample\")\n",
    "                else:\n",
    "                    print(\"error\")\n",
    "                    \n",
    "            print(\"False Negative\")\n",
    "        elif(expected == \"nonexample\" and actual ==\"exaple\"):\n",
    "            fp += 1\n",
    "            if(print_ct < 500):\n",
    "                print_ct += 1\n",
    "                sent = []\n",
    "                for word in x:\n",
    "                    sent.append(vocabulary_inv[word])\n",
    "                print(' '.join(sent))\n",
    "                if y[0] == 0 and y[1] == 1:\n",
    "                    print(\"example\")\n",
    "                elif y[0] == 1 and y[1] == 0:\n",
    "                    print(\"nonexample\")\n",
    "                else:\n",
    "                    print(\"error\")\n",
    "                    \n",
    "            print(\"False Positive\")\n",
    "        elif(expected == \"nonexample\" and actual == \"nonexample\"):\n",
    "            tn +=1 \n",
    "            print(\"True Negateive\")\n",
    "            \n",
    "        print(\"\")\n",
    "            \n",
    "    print(\"True Positives %s\" % tp)\n",
    "    print(\"True Negatives %s\" % tn)\n",
    "    print(\"False Positives %s\" % fp)\n",
    "    print(\"False Negatives %s\" % fn)\n",
    "    sensitivity = (tp/(tp+float(fn)))\n",
    "    print(\"Sensitivity: %s\" % sensitivity)\n",
    "    specificity = (tn/(tn+float(fp)))\n",
    "    print(\"Specificity: %s\" % specificity)\n",
    "    \n",
    "    \n",
    "    \n",
    "    "
   ]
  },
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   "source": []
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