Notebook_4_Removing_Twitter_Usernames.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": [
    "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": 2,
   "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",
    "\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_%s/>\" % atNameCounter)\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",
    "\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": 3,
   "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": 4,
   "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": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data...\n",
      "Vocabulary Size: 6197\n",
      "Train/Dev split: 2983/2984\n",
      "Train Pos/Dev Pos Split 211/211\n",
      "Train Neg/Dev Neg Split 2772/2773\n",
      "Writing to /notebooks/AdHClassification/Expiriment #1.2 - Candidate Tweets More Data/runs/1457145639\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:42:23.106407: step 500, loss 0.348911, acc 0.929625\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:44:04.895155: step 1000, loss 0.175221, acc 0.938673\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:45:47.576486: step 1500, loss 0.0796707, acc 0.963807\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:47:31.484446: step 2000, loss 0.034663, acc 0.984584\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:49:13.786093: step 2500, loss 0.013336, acc 0.995308\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:50:55.187888: step 3000, loss 0.00725353, acc 0.999665\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:52:36.540554: step 3500, loss 0.00349926, acc 0.999665\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:54:19.314941: step 4000, loss 0.00226239, acc 0.999665\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:56:01.023344: step 4500, loss 0.000974497, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:57:41.831296: step 5000, loss 0.000621236, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T02:59:22.582369: step 5500, loss 0.000422994, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:01:05.036335: step 6000, loss 0.000425221, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:02:47.090153: step 6500, loss 0.000202572, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:04:27.797626: step 7000, loss 0.00018941, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:06:08.564137: step 7500, loss 9.95708e-05, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:07:49.804353: step 8000, loss 8.1904e-05, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:09:32.058408: step 8500, loss 7.78502e-05, acc 1\n",
      "\n",
      "\n",
      "Evaluation:\n",
      "2016-03-05T03:11:13.450116: step 9000, loss 6.07441e-05, acc 1\n",
      "\n",
      "\n",
      "Final Evaluations:\n",
      "2016-03-05T03:12:35.301049: step 9400, loss 4.89333e-05, acc 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "import datetime\n",
    "\n",
    "# Parameters\n",
    "# ==================================================\n",
    "\n",
    "# Model Hyperparameters\n",
    "embedding_dim = 128  #Dimensionality of character embedding (default: 128)\n",
    "filter_sizes =  \"3,4,5\" #\"Comma-separated filter sizes (default: '3,4,5')\")\n",
    "num_filters = 128  #\"Number of filters per filter size (default: 128)\")\n",
    "dropout_keep_prob = 0.5 #\"Dropout keep probability (default: 0.5)\")\n",
    "l2_reg_lambda = 0.0 #\"L2 regularizaion lambda (default: 0.0)\")\n",
    "\n",
    "# Training parameters\n",
    "batch_size = 64 # \"Batch Size (default: 64)\")\n",
    "num_epochs = 200 #\"Number of training epochs (default: 200)\")\n",
    "evaluate_every = 500  #\"Evaluate model on dev set after this many steps (default: 100)\")\n",
    "checkpoint_every = 10000 # \"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\n",
    "\n",
    "\n",
    "\n",
    "# Data Preparatopn\n",
    "# ==================================================\n",
    "\n",
    "# Load data\n",
    "print(\"Loading data...\")\n",
    "# Randomly shuffle data\n",
    "np.random.seed(10)\n",
    "shuffle_indices = np.random.permutation(np.arange(len(y)))\n",
    "x_shuffled = x[shuffle_indices]\n",
    "y_shuffled = y[shuffle_indices]\n",
    "# Split train/test set\n",
    "# TODO: This is very crude, should use cross-validation\n",
    "x_train, x_dev = x_shuffled[:len(x_shuffled)-1], x_shuffled[-len(x_shuffled)-1:]\n",
    "y_train, y_dev = y_shuffled[:len(y_shuffled)-1], y_shuffled[-len(y_shuffled)-1:]\n",
    "print(\"Vocabulary Size: {:d}\".format(len(vocabulary)))\n",
    "print(\"Train/Dev split: {:d}/{:d}\".format(len(y_train), len(y_dev)))\n",
    "print(\"Train Pos/Dev Pos Split {:d}/{:d}\"\n",
    "      .format(\n",
    "        len(\n",
    "            [y for y in y_train if y[0] == 0 and y[1] == 1]\n",
    "        ), len(\n",
    "            [y for y in y_dev if y[0] == 0 and y[1] == 1]\n",
    "        )))\n",
    "print(\"Train Neg/Dev Neg Split {:d}/{:d}\"\n",
    "      .format(\n",
    "        len(\n",
    "            [y for y in y_train if y[0] == 1 and y[1] == 0]\n",
    "        ), len(\n",
    "            [y for y in y_dev if y[0] == 1 and y[1] == 0]\n",
    "        )))\n",
    "\n",
    "\n",
    "# Training\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\", 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",
    "\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": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(422, 422)\n",
      "Balanced Evaluation:\n",
      "2016-03-05T03:12:35.556935: step 9400, loss 0.000209586, acc 1\n"
     ]
    }
   ],
   "source": [
    "        pos_x_dev = []\n",
    "        pos_y_dev = []\n",
    "\n",
    "        neg_x_dev = []\n",
    "        neg_y_dev = []\n",
    "\n",
    "        for y, x in zip(y_dev, x_dev):\n",
    "            if(y[0] == 0 and y[1] == 1):\n",
    "                pos_x_dev.append(x)\n",
    "                pos_y_dev.append(y)\n",
    "            else:\n",
    "                neg_x_dev.append(x)\n",
    "                neg_y_dev.append(y)\n",
    "        even_x_dev = np.array(pos_x_dev + neg_x_dev[:len(pos_x_dev)])\n",
    "        even_y_dev = np.array(pos_y_dev + neg_y_dev[:len(pos_y_dev)])\n",
    "        print(len(even_y_dev), len(even_x_dev))\n",
    "\n",
    "        print(\"Balanced Evaluation:\")\n",
    "        dev_step(even_x_dev, even_y_dev, writer=dev_summary_writer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dopey mort zuckerman owner of the worthless <AT_NAME_477/> has a major inferiority complex paper will close soon <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.570721: step 9400, loss 0.00047577, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_207/> looks more like a gym rat than a us senator how the hell did he ever get elected <AT_NAME_208/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.574687: step 9400, loss 5.09011e-05, acc 1\n",
      "\n",
      "\n",
      "jebs tested transparent to get <AT_NAME_132/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.578271: step 9400, loss 0.000755859, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_419/> jeb bush was as ineffectual as ever as always <AT_NAME_420/> calls it right trump held them off #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.581626: step 9400, loss 0.000154841, acc 1\n",
      "\n",
      "\n",
      "three times <AT_NAME_145/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.584927: step 9400, loss 0.000897005, acc 1\n",
      "\n",
      "\n",
      "pathetic attempt by <AT_NAME_13/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.588078: step 9400, loss 0.00164278, acc 1\n",
      "\n",
      "\n",
      "its not tough to take an elderly womans home <AT_NAME_391/> #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.591406: step 9400, loss 0.000419052, acc 1\n",
      "\n",
      "\n",
      "ted cruz is lying again polls are showing that i do beat hillary clinton head to head check out <URL/> poll snd q poll <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.594900: step 9400, loss 0.000143041, acc 1\n",
      "\n",
      "\n",
      "response to the lies of senator cruz <URL/> #trump2016 #votetrumpsc <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.599259: step 9400, loss 0.000619815, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.607250: step 9400, loss 0.000106448, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_445/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.613819: step 9400, loss 0.000558935, acc 1\n",
      "\n",
      "\n",
      "mitt romney who was one of the dumbest and worst candidates in the history of republican politics is now pushing me on tax returns dope <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.621100: step 9400, loss 0.0016216, acc 1\n",
      "\n",
      "\n",
      "why would texans vote for liar ted cruz when he was born in canada lived there for 4 yearsand remained a canadian citizen until recently <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.629855: step 9400, loss 1.69276e-05, acc 1\n",
      "\n",
      "\n",
      "take a look at jeb’s record as a conservative reformer vs <AT_NAME_389/> record as a donothing senator #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.635876: step 9400, loss 0.000113838, acc 1\n",
      "\n",
      "\n",
      "great night at the #gopdebate i took on <AT_NAME_637/> to show he is unfit to serve as commanderinchief watch <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.640469: step 9400, loss 0.000227902, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.644925: step 9400, loss 0.000367336, acc 1\n",
      "\n",
      "\n",
      "track two from the album #scripted in essence <URL/> cc <AT_NAME_327/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.658200: step 9400, loss 0.00046028, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_57/> <AT_NAME_58/> <AT_NAME_59/> <AT_NAME_60/> is fighting corruption big donors took over cruz no to donors <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.662753: step 9400, loss 8.07014e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_161/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.666629: step 9400, loss 4.76826e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.670595: step 9400, loss 4.76826e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.675199: step 9400, loss 0.000321337, acc 1\n",
      "\n",
      "\n",
      "remember that marco rubio is very weak on illegal immigration south carolina needs strength as illegals and syrians pour in dont allow it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.683155: step 9400, loss 0.000211574, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_510/> <AT_NAME_511/> <AT_NAME_512/> <AT_NAME_513/> ted cruz is the definition of sleaze just ask <AT_NAME_514/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.692648: step 9400, loss 0.000108951, acc 1\n",
      "\n",
      "\n",
      "washington is broken and both parties are to blame <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",
      "2016-03-05T03:12:35.697847: step 9400, loss 0.00304961, acc 1\n",
      "\n",
      "\n",
      "everybody is laughing at jeb bushspent $100 million and is at bottom of pack a pathetic figure <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.703487: step 9400, loss 0.000171647, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_653/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.707836: step 9400, loss 0.000114434, acc 1\n",
      "\n",
      "\n",
      "i hear that <AT_NAME_115/> $$ man robert mercer a good man is very angry because cruz lied to him about liquidating his (ted’s) holdings <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.711485: step 9400, loss 1.93117e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.715431: step 9400, loss 4.72058e-05, acc 1\n",
      "\n",
      "\n",
      "watching biased charles <AT_NAME_121/> a <AT_NAME_122/> flunky who didnt know that i won every debate in particular the last one check polls <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.722427: step 9400, loss 0.000449795, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_87/> <AT_NAME_88/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.728172: step 9400, loss 5.01859e-05, acc 1\n",
      "\n",
      "\n",
      "while <AT_NAME_599/> was building a reality tv show my brother was building a security apparatus to keep us safe #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.735310: step 9400, loss 4.81594e-05, acc 1\n",
      "\n",
      "\n",
      "jeb is a hypocrite used massive private eminent domain  just another clueless politician <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.738903: step 9400, loss 7.6887e-05, acc 1\n",
      "\n",
      "\n",
      "hey <AT_NAME_617/> see how i beat your boy ted in your own blaze poll your endorsement means nothing #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.742395: step 9400, loss 0.000213243, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_723/> who had zero in his presidential run before dropping out in disgrace saying the most horrible things about me on <AT_NAME_724/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.745912: step 9400, loss 0.00026306, acc 1\n",
      "\n",
      "\n",
      "taking an elderly womans home to build a parking lot for a failed casino isnt the proper use of eminent domain <AT_NAME_607/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.749418: step 9400, loss 8.6423e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.753104: step 9400, loss 0.00027903, acc 1\n",
      "\n",
      "\n",
      "rt if you agree donald trump should release his tax returns <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.756452: step 9400, loss 7.89134e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_373/> <AT_NAME_374/> ia caucus hasnt picked nominee in 16 years cruz dirty tricks stole it trump way ahead in primary states <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.760262: step 9400, loss 0.000161396, acc 1\n",
      "\n",
      "\n",
      "track three of <AT_NAME_330/> album #scripted votes dont mean a thing <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.763856: step 9400, loss 0.000140895, acc 1\n",
      "\n",
      "\n",
      "bonus track a ballad of love loss and amnesty from <AT_NAME_336/> album #scripted <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.767432: step 9400, loss 0.00027617, acc 1\n",
      "\n",
      "\n",
      "we are getting reports from many voters that the cruz people are back to doing very sleazy and dishonest pushpolls on me we are watching <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.770882: step 9400, loss 0.000178917, acc 1\n",
      "\n",
      "\n",
      "remembering back when <AT_NAME_7/> wasnt attacking conservatives <URL/> <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",
      "2016-03-05T03:12:35.774541: step 9400, loss 0.000234934, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_1009/> marco cruz and ted rubio (easy to get the two politicians confused) looked like desperate panicked dc insiders tonight <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.777781: step 9400, loss 0.000134936, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_337/> i wont cut social security as always ill defend it ill expand it enough false innuendos <URL/> h <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.782100: step 9400, loss 5.80532e-05, acc 1\n",
      "\n",
      "\n",
      "word is that little morty zuckerman’s <AT_NAME_554/> loses more than $50 million per yearcan that be possible <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.788670: step 9400, loss 4.01727e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.796402: step 9400, loss 0.000641736, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.801794: step 9400, loss 0.000235172, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.805355: step 9400, loss 0.000463378, acc 1\n",
      "\n",
      "\n",
      "how can ted cruz be an evangelical christian when he lies so much and is so dishonest <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.809199: step 9400, loss 2.20535e-05, acc 1\n",
      "\n",
      "\n",
      "last time lightweight <AT_NAME_535/> tried to knock off <AT_NAME_536/> he made a total fool of himself if he doesnt do better this time he is out <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.813242: step 9400, loss 7.11654e-05, acc 1\n",
      "\n",
      "\n",
      "enough with playground pranks and disparaging americans <AT_NAME_299/> we need a real leader <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.817808: step 9400, loss 0.000884499, acc 1\n",
      "\n",
      "\n",
      "were never going to get anything done in washington if our leaders cut and run <AT_NAME_139/> #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.822875: step 9400, loss 0.000233385, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.828444: step 9400, loss 0.000150669, acc 1\n",
      "\n",
      "\n",
      "going to tonights #gopdebate look for this #duckingdonald <AT_NAME_114/> filter  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.852138: step 9400, loss 0.000176414, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_964/> <AT_NAME_965/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.859034: step 9400, loss 0.000547855, acc 1\n",
      "\n",
      "\n",
      "like the worthless <AT_NAME_479/> looks like <AT_NAME_480/> will be going out of business bad reporting no money no cred <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.864437: step 9400, loss 0.000241727, acc 1\n",
      "\n",
      "\n",
      "jeb bush spent more than $40000000 in new hampshire to come in 4 or 5 i spent $3000000 to come in 1st big difference in capability <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.871819: step 9400, loss 0.000283797, acc 1\n",
      "\n",
      "\n",
      "why would the people of florida vote for marco rubio when he defrauded them by agreeing to represent them as their senator and then quit <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.878935: step 9400, loss 0.000552263, acc 1\n",
      "\n",
      "\n",
      "lightweight marco rubio was working hard last night the problem is he is a choker and once a choker always a chocker mr meltdown <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.886607: step 9400, loss 2.14574e-05, acc 1\n",
      "\n",
      "\n",
      "as the media discovers more facts surrounding ted cruzs campaign resorting to dirty tricks even they are appalled <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.893272: step 9400, loss 2.41992e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_906/> showing class grace calls me a soft weak little baby hope he doesnt try to eat me <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.898331: step 9400, loss 1.78812e-05, acc 1\n",
      "\n",
      "\n",
      "the failing <AT_NAME_523/> destroyed by little morty zuckerman is preparing to close and save face by going online its dead <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.903890: step 9400, loss 0.000162469, acc 1\n",
      "\n",
      "\n",
      "after hearing the news that they would not be able to extort $1m from me they went hostile w/ a series of incorrect illinformed ads <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.908005: step 9400, loss 0.000483396, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_5/> do you know who else is scared of tough qs from fox <AT_NAME_6/> barack obama enough whining <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.911769: step 9400, loss 5.23315e-05, acc 1\n",
      "\n",
      "\n",
      "how can <AT_NAME_616/> beat hillary clinton if he cant beat anyone else on the #gopdebate stage with $150m i am the only one who can <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.915399: step 9400, loss 0.000272594, acc 1\n",
      "\n",
      "\n",
      "lightweight <AT_NAME_614/> said tonight he didnt know his family used private eminent domain in texas lie #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.919574: step 9400, loss 5.555e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_130/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.923155: step 9400, loss 3.00403e-05, acc 1\n",
      "\n",
      "\n",
      "all polls have me winning debate big drudge time etc dopey charles krauthammer still nasty he has zero cred totally dishonest <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.927113: step 9400, loss 1.7166e-05, acc 1\n",
      "\n",
      "\n",
      "yet more details about how <AT_NAME_251/> put her political security ahead of national security <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.931054: step 9400, loss 0.000489115, acc 1\n",
      "\n",
      "\n",
      "really dumb <AT_NAME_341/> begged my people for a job turned her down twice and she went hostile major loser zero credibility <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.934322: step 9400, loss 0.000139465, acc 1\n",
      "\n",
      "\n",
      "the reason that ted cruz lost the evangelicals in sc is because he is a world class liar and evangelicals do not like liars <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.943477: step 9400, loss 1.47818e-05, acc 1\n",
      "\n",
      "\n",
      "it’s official the fbi confirms it is investigating hillary clinton’s private server <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.947057: step 9400, loss 0.00132592, acc 1\n",
      "\n",
      "\n",
      "its been 17 days 16 hours and 32 minutes since <AT_NAME_865/> said she would look into releasing her paid speeches to wall street <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.951170: step 9400, loss 4.48217e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_815/> mrtrumpboth cruz and rubio are ineligible to be potus its a slam dunk case check it <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.956821: step 9400, loss 4.55369e-05, acc 1\n",
      "\n",
      "\n",
      "when little morty zuckerman closes his failing <AT_NAME_553/> will i at least be given some credit will happen soon <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.960956: step 9400, loss 0.000215865, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_131/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:35.964339: step 9400, loss 1.7166e-05, acc 1\n",
      "\n",
      "\n",
      "falsely accusing someone of lying is itself a lie and its something <AT_NAME_995/> does daily #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.967955: step 9400, loss 0.000164257, acc 1\n",
      "\n",
      "\n",
      "the failing <AT_NAME_841/> wall street journal should fire both its pollster and its editorial board seldom has a paper been so wrongtotally biased <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.971344: step 9400, loss 3.81462e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.975254: step 9400, loss 4.24376e-05, acc 1\n",
      "\n",
      "\n",
      "nasty ted cruz is at it again same dirty tricks he used w/ <AT_NAME_592/> saying i may not be on ballot i hold liberal positions lies <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.981080: step 9400, loss 5.37619e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_1010/> <AT_NAME_1011/> trump won the debate disgusting rubio said peed  is he still in junior high school <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.988250: step 9400, loss 7.05694e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:35.993166: step 9400, loss 0.000103588, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_364/> <AT_NAME_365/> <AT_NAME_366/> <AT_NAME_367/> how come rubiocruz are going to turn america around but did nothing in the senate for usa <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:35.998972: step 9400, loss 0.0003093, acc 1\n",
      "\n",
      "\n",
      "if <AT_NAME_38/> can’t handle the <AT_NAME_39/> debate what else will he not be able to handle <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.003925: step 9400, loss 0.000105495, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_954/> <AT_NAME_955/> a vote for <AT_NAME_956/> or <AT_NAME_957/> is a vote for corruption special interests and lobbyists trump for potus <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.009303: step 9400, loss 0.000308824, acc 1\n",
      "\n",
      "\n",
      "track one of the album #scripted is i got 3 questions but only 1 answer cc <AT_NAME_319/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.013850: step 9400, loss 9.09526e-05, acc 1\n",
      "\n",
      "\n",
      "jeb bush has zero communication skills so he spent a fortune of special interest money on a super bowl ad he is a weak candidate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.024103: step 9400, loss 5.93645e-05, acc 1\n",
      "\n",
      "\n",
      "wow was ted cruz disloyal to his very capable director of communication he used him as a scape goatfired like a dog ted panicked <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.029667: step 9400, loss 6.19886e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_720/> <AT_NAME_721/> <AT_NAME_722/> scary how smoothly cruz looks into the camera and lies about trump cant be #potus #trump2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.036196: step 9400, loss 1.89541e-05, acc 1\n",
      "\n",
      "\n",
      "im sick and tired of trump attacking my family this isnt about my family or his family its about your family #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.041993: step 9400, loss 0.000352321, acc 1\n",
      "\n",
      "\n",
      "during last night’s #gopdebate i called out <AT_NAME_641/> he is not a true conservative watch <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.048291: step 9400, loss 0.000137439, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_813/> <AT_NAME_814/> is really starting to campaign hard for marcorubio #fairandbalancedmyass he is weak on illegal immigration <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.054738: step 9400, loss 0.000100846, acc 1\n",
      "\n",
      "\n",
      "weak jeb getting thrown out by management during speech do you think he will be this tough on putin others <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.060692: step 9400, loss 0.000127665, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.065280: step 9400, loss 0.000443599, acc 1\n",
      "\n",
      "\n",
      "you know whats weak <AT_NAME_605/> disparaging women hispanics american heroes like john mccain #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.071682: step 9400, loss 4.69674e-05, acc 1\n",
      "\n",
      "\n",
      "lightweight <AT_NAME_528/> is spending a fortune of special interest against me in sc false advertising desperate and sad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.078365: step 9400, loss 8.57078e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.082109: step 9400, loss 1.78812e-05, acc 1\n",
      "\n",
      "\n",
      "do you think <AT_NAME_1/> knows about <AT_NAME_2/> dealings actually i doubt it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.085573: step 9400, loss 0.000459327, acc 1\n",
      "\n",
      "\n",
      "ted cruz is a cheater he holds the bible high and then lies and misrepresents the facts <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.089423: step 9400, loss 8.12974e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.092845: step 9400, loss 0.000257697, acc 1\n",
      "\n",
      "\n",
      "while <AT_NAME_609/> was building a reality tv show my brother was keeping us safe #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.096790: step 9400, loss 2.57489e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_853/> <AT_NAME_854/> <AT_NAME_855/> floridians are upset because rubio did not do what he promised once he was elected vote trump <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.100496: step 9400, loss 5.14971e-05, acc 1\n",
      "\n",
      "\n",
      "why does <AT_NAME_717/> devote so much time on her shows to me almost always negative without me her ratings would tank get a life megyn <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.103945: step 9400, loss 0.000124328, acc 1\n",
      "\n",
      "\n",
      "disparaging women hispanics the disabled isnt a sign of strength its a sign of weakness <AT_NAME_144/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.107979: step 9400, loss 0.00013875, acc 1\n",
      "\n",
      "\n",
      "leightweight chocker marco rubio looks like a little boy on stage not presidential material <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.112995: step 9400, loss 1.84773e-05, acc 1\n",
      "\n",
      "\n",
      "a big fat hit job on <AT_NAME_880/> tonight a total waste of time to watch boring and biased <AT_NAME_881/> said i would never run a dope <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.116523: step 9400, loss 0.000174984, acc 1\n",
      "\n",
      "\n",
      "even though every poll time drudge etc has me winning the debate by a lot <AT_NAME_620/> only puts negative people on biased  a total joke <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.120650: step 9400, loss 4.88746e-05, acc 1\n",
      "\n",
      "\n",
      "ted cruz lifts the bible high into the air and then lies like a dogover and over again the evangelicals in sc figured him out said no <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.131447: step 9400, loss 0.00010323, acc 1\n",
      "\n",
      "\n",
      "obama clinton should stop being dishonest admit their incrementalist isis strategy is failing <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.139553: step 9400, loss 7.96286e-05, acc 1\n",
      "\n",
      "\n",
      "appalling for <AT_NAME_753/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.144735: step 9400, loss 0.000224565, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_437/> chose his own personal gains over protecting an elderly widow’s home watch <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.149695: step 9400, loss 2.13382e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.153672: step 9400, loss 0.000468979, acc 1\n",
      "\n",
      "\n",
      "big defeat last night in nevada for ted cruz and marco rubio <AT_NAME_919/> on <AT_NAME_920/> is working hard to belittle my victory rove is sick <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.158637: step 9400, loss 5.32851e-05, acc 1\n",
      "\n",
      "\n",
      "lying cruz put out a statement “trump rubio are w/obama on gay marriage cruz is the worst liar crazy or very dishonest perhaps all 3 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.163935: step 9400, loss 1.44242e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.169183: step 9400, loss 0.000356134, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_613/> is no ronald reagan  not even close #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.174378: step 9400, loss 0.000286776, acc 1\n",
      "\n",
      "\n",
      "now that bush has wasted $120 million of special interest money on his failed campaign he says he would end super pacs sad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.178217: step 9400, loss 4.57753e-05, acc 1\n",
      "\n",
      "\n",
      "this shows what a complete total liar ted cruz is he said he wouldnt have nominated john roberts really <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.181943: step 9400, loss 6.6757e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_234/> is not a serious candidate we’re living in serious times need a real commanderinchief <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.185696: step 9400, loss 0.000139942, acc 1\n",
      "\n",
      "\n",
      "the statement put out yesterday by <AT_NAME_20/> was a disgrace to good broadcasting and journalism who would ever say something so nasty dumb <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.189399: step 9400, loss 6.90198e-05, acc 1\n",
      "\n",
      "\n",
      "abc news’ <AT_NAME_395/>  “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/>\n",
      "example\n",
      "2016-03-05T03:12:36.193044: step 9400, loss 1.41858e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_53/> <AT_NAME_54/> <AT_NAME_55/> <AT_NAME_56/> and this is the bimbo thats asking presidential questions <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.196978: step 9400, loss 0.00105635, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_210/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.200538: step 9400, loss 0.000216103, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_725/> is so biased it is disgusting they do not want trump to win all negative <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.204105: step 9400, loss 0.00047577, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_369/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.208201: step 9400, loss 0.000105971, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_621/> <AT_NAME_622/> <AT_NAME_623/> jeb is incompetent and will lose dont waste your energy on that cry baby <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.212052: step 9400, loss 0.000230643, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_85/> <AT_NAME_86/> mr trump why does cruz hate canada so much he should embrace his roots its a great country so true <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.216952: step 9400, loss 1.22785e-05, acc 1\n",
      "\n",
      "\n",
      "jeb bush and ted cruz are not electable presidential candidates hillary would destroy them ted may not be eligible to run  born in canada <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.220700: step 9400, loss 2.77754e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.224854: step 9400, loss 0.000354346, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.228544: step 9400, loss 3.81462e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_128/> <AT_NAME_129/> talk tough now but where were they when they had the chance to act on syria #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.232225: step 9400, loss 0.000178083, acc 1\n",
      "\n",
      "\n",
      "the great state of nebraska can do much better than <AT_NAME_205/> as your senator saw him on <AT_NAME_206/>  totally ineffective wants paid for pols <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.237076: step 9400, loss 0.00010323, acc 1\n",
      "\n",
      "\n",
      "senator <AT_NAME_396/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.241518: step 9400, loss 0.000100608, acc 1\n",
      "\n",
      "\n",
      "all you do is win <AT_NAME_612/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.246840: step 9400, loss 0.00283364, acc 1\n",
      "\n",
      "\n",
      "mitt romneywho totally blew an election that should have been won and whose tax returns made him look like a fool is now playing tough guy <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.251067: step 9400, loss 7.55758e-05, acc 1\n",
      "\n",
      "\n",
      "millions of $s of false ads paid for by lobbyistsspecial interests of cheater <AT_NAME_547/> and sleepy <AT_NAME_548/> are now running in sc <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.254456: step 9400, loss 0.000120513, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_968/> <AT_NAME_969/> <AT_NAME_970/> <AT_NAME_971/> hates to see trumps success when he was so pathetic <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.257835: step 9400, loss 5.6146e-05, acc 1\n",
      "\n",
      "\n",
      "failed presidential candidate <AT_NAME_997/> was made to look like a fool by senator harry reid didnt release his tax returns until 9/21/12 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.261274: step 9400, loss 2.53913e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_816/> why does ted cruz lie so much lets face it ted never created even 1 job his entire life #watch <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.264824: step 9400, loss 1.12056e-05, acc 1\n",
      "\n",
      "\n",
      "ted cruz has now apologized to marco rubio and ben carson for fraud and dirty tricks no wonder he has lost evangelical support <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.269671: step 9400, loss 9.17869e-05, acc 1\n",
      "\n",
      "\n",
      "it is appalling that <AT_NAME_518/> insisted that minors be shipped back to their country of origin like a package marked return to sender <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.272927: step 9400, loss 5.32851e-05, acc 1\n",
      "\n",
      "\n",
      "lightweight choker marco rubio looks like a little boy on stage not presidential material <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.276909: step 9400, loss 2.62257e-05, acc 1\n",
      "\n",
      "\n",
      "the president is obsessed with taxes his latest scheme would hit consumers to pay for even more govt spending <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.280422: step 9400, loss 2.93251e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_542/> <AT_NAME_543/> good i want to see the court decide what i was always told natural born means  born on american soil <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.284758: step 9400, loss 0.000629346, acc 1\n",
      "\n",
      "\n",
      "nyt agrees <AT_NAME_985/> should release her wall street transcripts day 20 since she said i will look into it <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.290496: step 9400, loss 2.14574e-05, acc 1\n",
      "\n",
      "\n",
      "for your afternoon playlist we have a couple of <AT_NAME_318/> classics from the album scripted <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.294753: step 9400, loss 0.000726198, acc 1\n",
      "\n",
      "\n",
      "amazing that ted cruz cant even get a senator like <AT_NAME_209/> who is easy to endorse him not one senator is endorsing canada ted <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.302933: step 9400, loss 7.11654e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_751/> is changing their theme from fair and balanced to unfair and unbalanced but dying <AT_NAME_752/> is worsetheir phony poll is a joke <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.308793: step 9400, loss 9.89432e-06, acc 1\n",
      "\n",
      "\n",
      "i will certainly look into it  <AT_NAME_897/> voters deserve to know what she told wall street and big pharma behind closed doors <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.312734: step 9400, loss 0.000308585, acc 1\n",
      "\n",
      "\n",
      "the sheer incompetence at the va is outrageous <AT_NAME_378/> ignores it ill fix it #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.316737: step 9400, loss 0.000263179, acc 1\n",
      "\n",
      "\n",
      "donald trump isnt on stage at the #gopdebate—but you can bet the same backwards ideas and outoftouch rhetoric will be out in force <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.323149: step 9400, loss 5.82916e-05, acc 1\n",
      "\n",
      "\n",
      "i refuse to call megyn kelly a bimbo because that would not be politically correct instead i will only call her a lightweight reporter <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.326761: step 9400, loss 0.000177964, acc 1\n",
      "\n",
      "\n",
      "state department confirms <AT_NAME_198/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.330920: step 9400, loss 0.00055834, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.334744: step 9400, loss 4.78018e-05, acc 1\n",
      "\n",
      "\n",
      "ted cruz said on <AT_NAME_882/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.339125: step 9400, loss 6.58014e-05, acc 1\n",
      "\n",
      "\n",
      "funny that jeb() didnt want help from his family in his failed campaign and didnt even want to use his last namethen mommy now brother <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.343774: step 9400, loss 3.38549e-05, acc 1\n",
      "\n",
      "\n",
      "if you can’t list one accomplishment by <AT_NAME_354/> how do you know he has the leadership skills to be president <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.348503: step 9400, loss 0.000537489, acc 1\n",
      "\n",
      "\n",
      "icymi i’m the only one who took on <AT_NAME_639/> exposed the flaws in his candidacy he is not a conservative <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.352555: step 9400, loss 0.000231954, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.356330: step 9400, loss 0.000824707, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.360609: step 9400, loss 0.00046028, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.364867: step 9400, loss 4.44641e-05, acc 1\n",
      "\n",
      "\n",
      "if <AT_NAME_531/> doesn’t clean up his act stop cheating doing negative ads i have standing to sue him for not being a natural born citizen <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.369128: step 9400, loss 9.54821e-05, acc 1\n",
      "\n",
      "\n",
      "just saw the phony ad by cruz  totally false more dirty tricks he got caught in so many lies  is this man crazy <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.374790: step 9400, loss 0.000159728, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_952/> <AT_NAME_953/> mr tough guy romney should be backing trump like trump backed him last time #noloyalty <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.378928: step 9400, loss 1.58547e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.389959: step 9400, loss 0.000270211, acc 1\n",
      "\n",
      "\n",
      "cruz caught cold in lie after denial of push polls like lies w/ <AT_NAME_516/> how can he preach christian values <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.396812: step 9400, loss 5.6742e-05, acc 1\n",
      "\n",
      "\n",
      "jeb failed as jeb he gave up and enlisted mommy and his brother (who got us into the quicksand of iraq) spent $120 millionweakno chance <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.402239: step 9400, loss 0.000196318, acc 1\n",
      "\n",
      "\n",
      "ted cruz should be disqualified from his fraudulent win in iowa weak rnc and republican leadership probably wont let this happen sad <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.407569: step 9400, loss 0.000121705, acc 1\n",
      "\n",
      "\n",
      "trump’s “record or lack thereof proves he is more of a proclinton democrat than a reagan republican <AT_NAME_173/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.414487: step 9400, loss 7.1523e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_938/> oh great <AT_NAME_939/> is doing a <AT_NAME_940/> on <AT_NAME_941/> like losing the presidency wasnt enough #trump2016 hes a fool <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.422442: step 9400, loss 3.06363e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_18/> trembling at being questioned by <AT_NAME_19/> channels monty python <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.429111: step 9400, loss 0.000100369, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_218/> <AT_NAME_219/> <AT_NAME_220/> damn fox is really acting like a baby today i guess trump got under their skin  pretty biased <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.432802: step 9400, loss 2.02654e-05, acc 1\n",
      "\n",
      "\n",
      "asked about his record <AT_NAME_387/> only gives general answers on how proud he was of his time as a public servant <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.436321: step 9400, loss 4.01727e-05, acc 1\n",
      "\n",
      "\n",
      "thanks <AT_NAME_179/> helps when you know what you stand for cc <AT_NAME_180/> <AT_NAME_181/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.440249: step 9400, loss 0.00166409, acc 1\n",
      "\n",
      "\n",
      "radical islamic jihadists want to impose their faith upon each and every one of us #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.444084: step 9400, loss 0.000119798, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_913/> believes republicans should set the standard for disclosure of her wall street speeches aren’t we better than that <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.447842: step 9400, loss 0.00012552, acc 1\n",
      "\n",
      "\n",
      "at last nights #gopdebate i exposed donald trump for the con artist he is <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.451456: step 9400, loss 0.00034088, acc 1\n",
      "\n",
      "\n",
      "i will beat hillary easily but lindsey graham says i wont and yet he got zero against me no cred why does fox put him on <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.455107: step 9400, loss 2.63449e-05, acc 1\n",
      "\n",
      "\n",
      "ted cruz’s campaign spread false report in iowa that ben carson was quitting race <URL/> via <AT_NAME_360/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.459137: step 9400, loss 0.000231001, acc 1\n",
      "\n",
      "\n",
      "there are no buyers for the worthless <AT_NAME_496/> but little mort zuckerman is frantically looking it is bleeding red ink  a total loser <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.462694: step 9400, loss 0.000130645, acc 1\n",
      "\n",
      "\n",
      "ted cruz only talks tough on immigration now because he did so badly in sc he is in favor of amnesty and weak on illegal immigration <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.470734: step 9400, loss 3.56429e-05, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.474713: step 9400, loss 0.000134221, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.481729: step 9400, loss 0.000115388, acc 1\n",
      "\n",
      "\n",
      "lying #ted cruz just (on election day) came out with a sneak and sleazy robocall he holds up the bible but in fact is a true lowlife pol <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.486867: step 9400, loss 6.6757e-06, acc 1\n",
      "\n",
      "\n",
      "id like to call jeb a liar but the truth is he has no clue never revealed that he used eminent domain when criticizing me (1/2) <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.492587: step 9400, loss 8.09398e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_66/> <AT_NAME_67/> <AT_NAME_68/> <AT_NAME_69/> <AT_NAME_70/> <AT_NAME_71/> checked your wallet lately mr ailes <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.506656: step 9400, loss 7.71254e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_966/> <AT_NAME_967/> romney is a pawn of the establishment and has no individual thought process he is jealous of trump <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.511382: step 9400, loss 9.17869e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_388/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.515086: step 9400, loss 0.000376154, acc 1\n",
      "\n",
      "\n",
      "wow ted cruz falsely suggested marco rubio mocked the bible and was just forced to fire his communications director more dirty tricks <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.519405: step 9400, loss 1.01327e-05, acc 1\n",
      "\n",
      "\n",
      "fact check on <AT_NAME_519/> they 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.523906: step 9400, loss 0.000344098, acc 1\n",
      "\n",
      "\n",
      "the latest revelations on hillarys emails again point to one thing → she is disqualified from being president <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.527694: step 9400, loss 0.000217295, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_1024/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.534394: step 9400, loss 0.000960723, acc 1\n",
      "\n",
      "\n",
      "yet another reason why <AT_NAME_141/> is completely unqualified to be president of the united states agree donate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.538277: step 9400, loss 0.000296549, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_998/> <AT_NAME_999/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.542469: step 9400, loss 0.000263775, acc 1\n",
      "\n",
      "\n",
      "lightweight marco rubio was working hard last night the problem is he is a choker and once a choker always a choker mr meltdown <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.547064: step 9400, loss 3.29012e-05, acc 1\n",
      "\n",
      "\n",
      "seems like every day there are new revelations on how hillarys private email server put national security at risk <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.552010: step 9400, loss 0.000245303, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.556446: step 9400, loss 0.0361775, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_856/> no matter what liar sleazeball <AT_NAME_857/> says about <AT_NAME_858/> in tennessee we have early voting and <AT_NAME_859/> has won <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.562036: step 9400, loss 0.000347911, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_442/> you aren’t just a loser you are a liar and a whiner john mccain is a hero over and out <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.567600: step 9400, loss 0.000348031, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_544/> <AT_NAME_545/> do americans really want a canadianborn president first non native born in history <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.573455: step 9400, loss 0.000119798, acc 1\n",
      "\n",
      "\n",
      "ronald reagan didnt tear people down like <AT_NAME_608/> he tore down the berlin wall #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.577248: step 9400, loss 0.000252453, acc 1\n",
      "\n",
      "\n",
      "worthless <AT_NAME_478/> which dopey mort zuckerman is desperately trying to sell has no buyer liabilities are massive <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.581568: step 9400, loss 0.000228736, acc 1\n",
      "\n",
      "\n",
      "we need a president with a proven record not someone who went bankrupt like <AT_NAME_611/> #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.587240: step 9400, loss 0.000166283, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.595860: step 9400, loss 0.000178083, acc 1\n",
      "\n",
      "\n",
      "about 85 percent of <AT_NAME_520/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.602368: step 9400, loss 0.000241846, acc 1\n",
      "\n",
      "\n",
      "i agree with marco rubio that ted cruz is a liar <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.607557: step 9400, loss 7.03332e-06, acc 1\n",
      "\n",
      "\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/>\n",
      "example\n",
      "2016-03-05T03:12:36.611035: step 9400, loss 0.000176533, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_505/> 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/>\n",
      "example\n",
      "2016-03-05T03:12:36.614534: step 9400, loss 3.02787e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_718/> busted again <AT_NAME_719/> in hot water over possibly illegal fundraising #scprimary <URL/> the guy is bad news <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.617947: step 9400, loss 0.000156271, acc 1\n",
      "\n",
      "\n",
      "ted cruz has been playing an ad about me that is so ridiculously false  no basis in fact take ad down ted biggest liar in politics <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.621256: step 9400, loss 9.76276e-05, acc 1\n",
      "\n",
      "\n",
      "a new report says top secret information passed through hillary’s private server to a number of her top aides <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "example\n",
      "2016-03-05T03:12:36.624631: step 9400, loss 0.000235291, acc 1\n",
      "\n",
      "\n",
      "i will be interviewed by anderson cooper at 8pm on <AT_NAME_300/> from new hampshire should be very interesting <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.628087: step 9400, loss 4.52994e-06, acc 1\n",
      "\n",
      "\n",
      "last night <AT_NAME_1019/> joined students in sc to phone bank voters today well be at claflin university join us <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.632724: step 9400, loss 2.38418e-06, acc 1\n",
      "\n",
      "\n",
      "thanks to all who came to our 714 revival in spartanburg i believe that god still has great plans for our nation <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.638919: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "cheering her ⬇️ on at tonight’s #demdebate rt this to let her know <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.643444: step 9400, loss 8.34465e-07, acc 1\n",
      "\n",
      "\n",
      "tonight i will be on <AT_NAME_763/> with <AT_NAME_764/> at 10pm and <AT_NAME_765/> w/ <AT_NAME_766/> at 1010pm enjoy #votetrumpsc #trump2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.652176: step 9400, loss 8.34465e-07, acc 1\n",
      "\n",
      "\n",
      "mandate <AT_NAME_133/> supports cap and trade <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.658630: step 9400, loss 2.74181e-06, acc 1\n",
      "\n",
      "\n",
      "democratic socialism means democracy it means creating a government that represents all of us not just the wealthiest people in america <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.665032: step 9400, loss 8.34465e-07, acc 1\n",
      "\n",
      "\n",
      "there’s a great story behind this unusual campaign stop 🎳 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.670113: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "we’re in bedford this morning for a rally with my good friends <AT_NAME_356/> and <AT_NAME_357/> watch it live <URL/> #fitn <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.674789: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "watch the #gopdebate on 📺 <AT_NAME_988/> follow along online with us here 💻 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.680262: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "cocreator of <AT_NAME_787/> cofounder of <AT_NAME_788/> ( avid bernie supporter) <AT_NAME_789/> on why to caucus <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.684990: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "donald trump hands bill o’reilly cable tv viewership win <AT_NAME_119/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.690664: step 9400, loss 1.3709e-05, acc 1\n",
      "\n",
      "\n",
      "mom couldn’t make it out to knock doors today but that didn’t stop her from talking to new hampshire voters <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.695331: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "event time change our hudson town hall will now begin at 2 pm we look forward to seeing you there <URL/> #fitn <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.704339: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "isis is making big threats today  no respect for usa or our leader  if i win it will be a very different storywith very fast results <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.710676: step 9400, loss 5.96046e-07, acc 1\n",
      "\n",
      "\n",
      "nobody who is actually prolife could stand on a national stage and say planned parenthood does wonderful things #goptownhall <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.715380: step 9400, loss 6.91411e-06, acc 1\n",
      "\n",
      "\n",
      "i guess firstterm senators stick together cc <AT_NAME_394/> <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.723242: step 9400, loss 3.70734e-05, acc 1\n",
      "\n",
      "\n",
      "this campaign isn’t about me this campaign is about us nevada go caucus today at 11am <URL/> #nvforbernie <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.729584: step 9400, loss 5.96046e-07, acc 1\n",
      "\n",
      "\n",
      "thank you south carolina we will make america safe great again <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.736946: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "full house tonight in derry thank you to all those who came out <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.747941: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "we can’t let republicans take us back to policies that failed us in the past add your name if you agree <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.753312: step 9400, loss 1.19209e-06, acc 1\n",
      "\n",
      "\n",
      "tonight i talk to <AT_NAME_36/> from the #cruztovictory bus tune in at 10 pm et <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.759309: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "we honor sandra blands memory by acting to reform policing practices proud to have her mom geneva on this team <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.764415: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "came to hq before <AT_NAME_425/> and <AT_NAME_426/> to put together walk books for volunteers thanks all <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.769057: step 9400, loss 2.98023e-06, acc 1\n",
      "\n",
      "\n",
      "tonight 830 pm tune in to cnn for the #gopdebate <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.775197: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "one of five people in this country that get a prescription from a doctor cannot afford to fill that prescription that’s wrong #bernieinmn <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.779927: step 9400, loss 9.53674e-07, acc 1\n",
      "\n",
      "\n",
      "icymi were liveblogging the #gopdebate go check it out <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.784611: step 9400, loss 2.03846e-05, acc 1\n",
      "\n",
      "\n",
      "the issue that i have with common core is that it lacks common sense my education plan will empower teachers <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.790218: step 9400, loss 8.34465e-07, acc 1\n",
      "\n",
      "\n",
      "as president ill repeal every word of obamacare join the #cruzcrew <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.795234: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "nothing like unwinding after a debate with a game of billiards thanks to <AT_NAME_630/> for the great game <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.799144: step 9400, loss 1.78814e-06, acc 1\n",
      "\n",
      "\n",
      "every american needs to say 2 simple words to every vet they meet thank you john wayne walding <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.802806: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "its not too late to listen to our founding fathers <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.806778: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "we have to lead without the united states nothing seems to work #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.812890: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "true freedom does not occur without economic security #bernieindenver <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.816629: step 9400, loss 1.02519e-05, acc 1\n",
      "\n",
      "\n",
      "banking should help our communities not be an island unto itself benefiting only the wealthy <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.821352: step 9400, loss 3.21865e-06, acc 1\n",
      "\n",
      "\n",
      "with 9 republicans left i call on the rnc to get rid of arbitrary requirements for debates americans deserve to hear from every candidate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.824991: step 9400, loss 1.66893e-06, acc 1\n",
      "\n",
      "\n",
      "tomorrow i’ll be joined by <AT_NAME_728/> for a rally in greenville dont wait rsvp now to attend <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.839657: step 9400, loss 3.45706e-06, acc 1\n",
      "\n",
      "\n",
      "i’ve laid out a plan to create 4% economic growth 19 million new jobs i can do it because i did it in florida <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.845892: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "it’s time to go caucus iowa 🎉 find your caucus location and get there by 630 pm → <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.851831: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "just finished speaking at the linn county super caucus watch here #caucusforcruz tonight <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.857592: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "a winning strategy to defeat isis depends on the strength of our military preparedness of the commanderinchief <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.862728: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "we the people are not meant to be subservient to an overbearing beuqacratic government the american people deserve much better #bc2dc16 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.867202: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_226/> took over hillary’s snapchat to take you behind the scenes in iowa <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.871820: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "#teamtrump is thinking of captain andrew maitner a true american hero #maitnerstrong <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.876490: step 9400, loss 6.07966e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_417/> trump hits it out of the park in describing effective deal making <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.883203: step 9400, loss 2.59873e-05, acc 1\n",
      "\n",
      "\n",
      "lets break down barriers—not build new walls #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",
      "nonexample\n",
      "2016-03-05T03:12:36.887692: step 9400, loss 8.65422e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_246/> and 21stcentury solutions like cutting taxes for families to help with the cost of raising kids  <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.891532: step 9400, loss 1.07288e-06, acc 1\n",
      "\n",
      "\n",
      "exclusive interview w/ my wife <AT_NAME_909/> tomorrow morning @ 8ame on <AT_NAME_910/> w/ <AT_NAME_911/> <AT_NAME_912/> enjoy <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.895348: step 9400, loss 1.66893e-06, acc 1\n",
      "\n",
      "\n",
      "there is no bank that is too big to fail no banker too powerful to jail #nhprimary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.898876: step 9400, loss 2.14576e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_332/> <AT_NAME_333/> why vote for trump unlike politicians all talk trump’s talk materializes he will make america great again <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.906149: step 9400, loss 5.2452e-06, acc 1\n",
      "\n",
      "\n",
      "this is what a good day for progressives looks like <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.911216: step 9400, loss 5.7934e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_1000/> vote early in the #lonestarstate #supertuesday <AT_NAME_1001/> will #makeamericagreatagain <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.915161: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "help elect a consistent conservative as our next president <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.918847: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "speaking now at #crconvention watch here #cruzcrew <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.922841: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "i know that we can make college affordable and get student debt off the backs of young people —hillary <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.927089: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "happy valentine’s day to the love of my life <AT_NAME_628/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.930989: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "new hampshire if turnout is high today i believe we will win i urge you to come out and vote today thank you <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.935539: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_79/> <AT_NAME_80/> hold up a mirror so the network cameras show how big the crowd is great idea <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.940376: step 9400, loss 1.45434e-05, acc 1\n",
      "\n",
      "\n",
      "thank 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/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.945219: step 9400, loss 3.45706e-06, acc 1\n",
      "\n",
      "\n",
      "freedom of speech does not mean the freedom to buy the united states government <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.951347: step 9400, loss 1.3113e-06, acc 1\n",
      "\n",
      "\n",
      "new video who has the most conservative record on tonight’s #gopdebate stage watch and see for yourself <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.956172: step 9400, loss 1.4305e-05, acc 1\n",
      "\n",
      "\n",
      "follow <AT_NAME_951/> to hear from the millions of volunteers supporters organizers and donors who power this campaign <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.961508: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "on our worst days it is fair to say we are better than any of the republicans on their best days #nhdems2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.965990: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "if were going to get into labels it wasnt very progressive to vote against the brady bill five times and immigration reform #demdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.969942: step 9400, loss 2.26497e-06, acc 1\n",
      "\n",
      "\n",
      "hillary doesnt want to run against me but i cannot wait to run against her #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.973587: step 9400, loss 9.41749e-06, acc 1\n",
      "\n",
      "\n",
      "thank you america <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",
      "nonexample\n",
      "2016-03-05T03:12:36.977009: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "lets #abolishtheirs with my simple flat tax plan <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.980177: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "it is not a radical idea to say that no person in this country working 40 hours a week should live in poverty <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.984040: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "this is a fight for everyone whos ever been knocked down—but refused to be knocked out <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.987693: step 9400, loss 5.2452e-06, acc 1\n",
      "\n",
      "\n",
      "change does not roll in on the wheels of inevitability but comes through continuous struggle  mlk <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.991133: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "on <AT_NAME_439/> tune in <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",
      "nonexample\n",
      "2016-03-05T03:12:36.994524: step 9400, loss 2.45568e-05, acc 1\n",
      "\n",
      "\n",
      "in all of television the only one who said anything bad about last nights landslide victory was dopey <AT_NAME_927/> he should be fired <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:36.997617: step 9400, loss 1.09672e-05, acc 1\n",
      "\n",
      "\n",
      "it’s hard to describe in words what parents and kids are going through in flint” <AT_NAME_642/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.001542: step 9400, loss 1.16824e-05, acc 1\n",
      "\n",
      "\n",
      "regardless of how hard the days arebe grateful <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.006428: step 9400, loss 4.44641e-05, acc 1\n",
      "\n",
      "\n",
      "looking forward to a great weekend in iowa #iacaucus #caucusfortrump tickets <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.011597: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "we need to crack down on wall street risk hillarys plan will actually do it <URL/> #demdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.018608: step 9400, loss 1.54972e-06, acc 1\n",
      "\n",
      "\n",
      "help us #cruztovictory on super tuesday  <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.024116: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "granite staters todays your day rt this to remind everyone voting today why we need hillary in the white house <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.035367: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "thanks for your support in the #gopdebate tonight join our team today <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.039600: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "let’s fight for the working men and women not the rich and powerful wellconnected lobbyists in washington <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.044174: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "thank you new hampshire departing with my amazing family now #fitn #nhprimary <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.048532: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "watch the #gopdebate on 📺 <AT_NAME_384/> follow along online with us here 💻 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.052788: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "we must dismantle inhumane deportation programs and detention centers #demtownhall <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.056282: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "remember <AT_NAME_453/> wants common core (education from dc) and is very weak on illegal immigration (come as act of love) not a leader <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.059940: step 9400, loss 1.69276e-05, acc 1\n",
      "\n",
      "\n",
      "the time for games is over vote for me so we can stop trump unite the party and win in november <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.065305: step 9400, loss 2.74181e-06, acc 1\n",
      "\n",
      "\n",
      "read my comprehensive plan to defeat #isis and protect our nation <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.071868: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_846/> <AT_NAME_847/> <AT_NAME_848/> love this <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",
      "nonexample\n",
      "2016-03-05T03:12:37.076042: step 9400, loss 1.95501e-05, acc 1\n",
      "\n",
      "\n",
      "thank you <AT_NAME_710/> for your nice words  great knowledge and style we are doing really well in south carolina <AT_NAME_711/> <AT_NAME_712/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.079960: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "the inequities that persist in our justice system undermine our shared vision of what america can and should be <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.083821: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_929/> thank you so much for your help glad to have you on our team <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.088531: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_349/> <AT_NAME_350/> <AT_NAME_351/> <AT_NAME_352/> he is for america security for america jobs for america there is no other leader <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.092651: step 9400, loss 1.27553e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_190/> thanks for your help really appreciate it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.102927: step 9400, loss 2.50339e-06, acc 1\n",
      "\n",
      "\n",
      "mary pat is right running for president is a team sport watch this <URL/> #christie2016 <AT_NAME_254/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.108635: step 9400, loss 1.78814e-06, acc 1\n",
      "\n",
      "\n",
      "our service men and women are heroes that deserve the best treatment and care available after they finish their service to our nation <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.112941: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "she was making points about privilege that minorities always make but it packed such a different punch <AT_NAME_729/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.117069: step 9400, loss 8.70224e-06, acc 1\n",
      "\n",
      "\n",
      "i humbly ask the people of south carolina to give me their vote im running for president to empower we the people and save our nation <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.124242: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "this is what a paid <AT_NAME_776/> speech looks like <URL/> dont worry the $500 payout was given to charity <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.128853: step 9400, loss 4.41073e-06, acc 1\n",
      "\n",
      "\n",
      "we are not going to deport 11 or 12 million people in this country #demdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.132818: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "it is insane that lowwage workers for companies like mcdonald’s must work when they are sick just because they can’t afford to stay home <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.136708: step 9400, loss 2.02656e-06, acc 1\n",
      "\n",
      "\n",
      "nearly eight out of ten workers who can take time off under the family and medical leave act cannot do so because they can’t afford it <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.140801: step 9400, loss 1.54972e-06, acc 1\n",
      "\n",
      "\n",
      "sending warmest wishes to everyone celebrating the lunar new year may you have peace and prosperity in the year ahead h <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.144360: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "we need wall street and campaign finance reform but thats not enough we need to break down barriers that hold back communities of color <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.147715: step 9400, loss 5.96046e-07, acc 1\n",
      "\n",
      "\n",
      "i will explore all viable options for ending or curtailing federal programs that do not serve the taxpayers well <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.151586: step 9400, loss 2.98023e-06, acc 1\n",
      "\n",
      "\n",
      "americans dont care about who is establishment or grassroots #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.155367: step 9400, loss 1.29937e-05, acc 1\n",
      "\n",
      "\n",
      "were just one day away from voting in new hampshire lets earn it #fitn <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.159575: step 9400, loss 9.53674e-07, acc 1\n",
      "\n",
      "\n",
      "christie stands out tackles questions others duck  <AT_NAME_136/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.162981: step 9400, loss 2.77754e-05, acc 1\n",
      "\n",
      "\n",
      "im the only gop candidate whos talking regularly about student loan debt <URL/> #goptownhall <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.166729: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "and now weve crossed $150k thanks to chris of iowa he donated and won a signed football <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.170366: step 9400, loss 1.43051e-06, acc 1\n",
      "\n",
      "\n",
      "all of us democrats have a responsibility to make sure a republican doesn’t win and rip away all the progress weve made —hillary in co <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.176553: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_588/> im fed up w/ dc playing 3 card monty w/ our tax $s its time we the people play the trump card take back our country <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.180091: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "this week hillary spoke about breaking down barriers for african americans heres how she did it in new york <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.190324: step 9400, loss 5.12599e-06, acc 1\n",
      "\n",
      "\n",
      "caucus day is here nevada text nvcommit to 47246 to find your caucus location and get there by 11 am hillarys counting on you <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.196467: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_412/> <AT_NAME_413/> donald trump won that debate hands down christi beat up rubio <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.202651: step 9400, loss 3.58814e-05, acc 1\n",
      "\n",
      "\n",
      "we need someone with a servants heart that has a backbone — that isnt going to focus on polls but the american people to keep us safe <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.206603: step 9400, loss 2.02656e-06, acc 1\n",
      "\n",
      "\n",
      "thank you for a great night iowa donate now to help us continue the momentum <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.210927: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "most polls close at 7pm but if you live in any of these places your polls are open until 8 get out vote #fitn <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.214633: step 9400, loss 2.98023e-06, acc 1\n",
      "\n",
      "\n",
      "i am overwhelmed that we have received more individual contributions than any candidate in us history at this point in a campaign <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.218790: step 9400, loss 1.07288e-06, acc 1\n",
      "\n",
      "\n",
      "illinois registration deadline is today but the state also has graceperiod in select locations visit <URL/> for info <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.227728: step 9400, loss 7.15253e-06, acc 1\n",
      "\n",
      "\n",
      "great to connect with local business leaders in mt pleasant sc <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.233508: step 9400, loss 3.40933e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_463/> debate performance was vintage chris christie  <AT_NAME_464/> <URL/> #fitn #christie2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.242476: step 9400, loss 1.47818e-05, acc 1\n",
      "\n",
      "\n",
      "remember it was the republican party with the help of conservatives that made so many promises to their base but didnt keep them hi dt <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.247666: step 9400, loss 1.07288e-06, acc 1\n",
      "\n",
      "\n",
      "dont miss our predebate rally tonight in greenville w/ mayor knox white rsvp <URL/> #scformarco <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.252393: step 9400, loss 5.96046e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_390/> im sorry but you are just not ready to be president of the united states #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.259595: step 9400, loss 4.06495e-05, acc 1\n",
      "\n",
      "\n",
      "yesterday hillary went to flint to hear directly from a community whose concerns have too often been ignored <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.264967: step 9400, loss 1.26361e-05, acc 1\n",
      "\n",
      "\n",
      "after 8 years of president obamas weak foreign policy jeb will restore american leadership in the world #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.271022: step 9400, loss 1.03712e-05, acc 1\n",
      "\n",
      "\n",
      "icymi the clintons when they were in office weren’t exactly friends to immigrants <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.276262: step 9400, loss 9.53674e-07, acc 1\n",
      "\n",
      "\n",
      "sadly in the greatest democracy in the world the federal government no longer serves america it serves itself <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.279773: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "if there is a high turnout tomorrow i think we are going to win i urge you all come out and vote #votetogether <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.287191: step 9400, loss 2.02656e-06, acc 1\n",
      "\n",
      "\n",
      "will ferrell has a message for you nevada caucus for hillary today at 11am your location <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.293038: step 9400, loss 1.43051e-06, acc 1\n",
      "\n",
      "\n",
      "in a few hours nevadans will head out to caucus rt if youre standing with hillary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.299724: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "honored that these flag officers and 42 generals admirals believe i’m most prepared to be commanderinchief <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.303323: step 9400, loss 3.21865e-06, acc 1\n",
      "\n",
      "\n",
      "addiction is a disease and it needs to be treated as such #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.306565: step 9400, loss 5.48361e-06, acc 1\n",
      "\n",
      "\n",
      "a pre #gopdebate prayer <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",
      "nonexample\n",
      "2016-03-05T03:12:37.310143: step 9400, loss 7.14038e-05, acc 1\n",
      "\n",
      "\n",
      "the #gopdebate has one thing right if you want to protect and build on the progress president obama has made hillarys your woman <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.313719: step 9400, loss 5.2452e-06, acc 1\n",
      "\n",
      "\n",
      "getting ready to take off for nashua new hampshire big crowd will be there soon fun <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.317242: step 9400, loss 3.57627e-06, acc 1\n",
      "\n",
      "\n",
      "thank you clemson south carolina #makeamericagreatagain #scprimary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.321091: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_416/> trump kasich jeb and christie all had good nights <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.324632: step 9400, loss 3.45706e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_576/> <AT_NAME_577/> was right vote trump bring our jobs back <URL/> i told you so only going to get worse <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.327742: step 9400, loss 3.57627e-06, acc 1\n",
      "\n",
      "\n",
      "the history of this nation has attempted to divide us that doesnt solve problems it makes them worse #bernieinnv <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.331334: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "when we began we were 50 pts behind the “inevitable dem nominee” now that inevitable candidate ain’t so inevitable <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.337310: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "confirmed #gopdebate <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",
      "nonexample\n",
      "2016-03-05T03:12:37.341599: step 9400, loss 0.000413213, acc 1\n",
      "\n",
      "\n",
      "after a great night in iowa yesterday looking forward to our rally in exeter nh tonight get details here <URL/> #fitn <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.345937: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "tonight join me for a rally in north las vegas ill be joined by a group of very special guests rsvp <URL/> #teammarco <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.349694: step 9400, loss 4.52994e-06, acc 1\n",
      "\n",
      "\n",
      "proud to reveal my energy policy which will foster growth and ensure our energy security for generations to come <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.354698: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "minorities line up behind donald trump #trump2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.358509: step 9400, loss 5.40003e-05, acc 1\n",
      "\n",
      "\n",
      "we have to send a clear message just because your child gets across the border that doesnt mean the child gets to stay  hrc 2014 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.362806: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "i am honored to have the support of <AT_NAME_755/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.367896: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "rt if you want to pass a simple flat tax and #abolishtheirs #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.372067: step 9400, loss 3.79078e-05, acc 1\n",
      "\n",
      "\n",
      "our military needs to be modernized  and south carolina will have an important role in that process <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.378155: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "we need to recognize our privilege and practice humility rather than assume that our experiences are everyone’s experiences —hillary <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.382471: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "ive met so many wonderful supporters already this morning at several voting locations in south carolina #bc2dc16 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.388453: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "hear from tim scott himself on why hes supporting our campaign <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.401546: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "candy took some time this morning to do an interview with wkxls chris ryan in concord new hampshire #fitn <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.414915: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "under the #carsonflattax each citizen pays the same % and there is no danger of the government favoring anyone <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.421078: step 9400, loss 6.55649e-06, acc 1\n",
      "\n",
      "\n",
      "these are the top national security priorities marco would address as president #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.427962: step 9400, loss 0.000124208, acc 1\n",
      "\n",
      "\n",
      "glad to join <AT_NAME_240/> and <AT_NAME_241/> this morning to speak about tonights #iacaucus <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.434189: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "we cannot mix radical muslim jihadists with every day muslims #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.442219: step 9400, loss 3.52853e-05, acc 1\n",
      "\n",
      "\n",
      "the lines are clear <AT_NAME_604/> right now supports citizenship for 11 million people here illegally i oppose it #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.448549: step 9400, loss 5.48361e-06, acc 1\n",
      "\n",
      "\n",
      "watch the #gopdebate on 📺 <AT_NAME_126/> follow along online with us here 💻 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.454849: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "we can reignite the promise of america and with your help we will join the #cruzcrew <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.460505: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "today im proud to release my plan on how we can destroy #isis read more <URL/> #carsonpolicy <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.466066: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "just as the united states opposed the spread of communism it must now oppose the spread of terrorism in all corners of the world <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.470141: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "the red hot <AT_NAME_741/> have a message for you <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.473757: step 9400, loss 2.31263e-05, acc 1\n",
      "\n",
      "\n",
      "we cant let republicans rip away <AT_NAME_994/> progress text imwithher to 47246 if you agree <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.477233: step 9400, loss 4.41073e-06, acc 1\n",
      "\n",
      "\n",
      "its outrageous that republicanshave already pledged to block any [supreme court] replacement that president obama nominates —hillary <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.480968: step 9400, loss 1.07288e-05, acc 1\n",
      "\n",
      "\n",
      "on the questions of life and marriage a record matters #goptownhall <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.484704: step 9400, loss 7.8079e-05, acc 1\n",
      "\n",
      "\n",
      "racism sexism and bigotry is not what this country is supposed to be about #bernieinsc <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.488013: step 9400, loss 2.45568e-05, acc 1\n",
      "\n",
      "\n",
      "black families are denied mortgages nearly 3x as often as white families we need to tear down barriers of systemic racism that still exist <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.492721: step 9400, loss 3.33785e-06, acc 1\n",
      "\n",
      "\n",
      "✔️ wall street ✔️ pricegouging pharmaceutical companies ✔️ the gun lobby we will go after industries when they hurt families #demdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.496344: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "will be at fort worth (texas) convention center at 1130 am big crowd  get there early big announcement to be made <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.500158: step 9400, loss 1.66893e-06, acc 1\n",
      "\n",
      "\n",
      "america’s most urgent foreign policy priority should be to defeat and destroy radical islamic terrorism <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.506815: step 9400, loss 1.01327e-05, acc 1\n",
      "\n",
      "\n",
      "if i am elected president we will not be drafting our daughters into combat #goptownhall <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.511384: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "thank you baton rouge louisiana we will #makeamericagreatagain #trump2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.517191: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "i am not a singleissue candidate and i do not believe we live in a singleissue country #demdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.522875: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "#cruzcrew tune in to tonights #gopdebate on fox news​ at 9 pm et <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.528236: step 9400, loss 1.22785e-05, acc 1\n",
      "\n",
      "\n",
      "salem nh bring your friends family and neighbors to #choosecruz on 2/9 <URL/> #fitn #nhpolitics <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.539669: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "during this #gopdebate commercial break just a reminder to follow along with us on our live blog <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.547065: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "new fox news debate video i will unify the republican party defeat hillary clinton <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.551854: step 9400, loss 2.50339e-06, acc 1\n",
      "\n",
      "\n",
      "this is it—the #iowacaucus is today if you’re standing with hillary rt to say #imwithher <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.556168: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "need to look up your polling location <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.559600: step 9400, loss 3.9339e-06, acc 1\n",
      "\n",
      "\n",
      "hillary on the flint water crisis would it have happened if they were rich and white instead of poor and black #nhdems2016 <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.563006: step 9400, loss 1.43051e-06, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_839/> this is the best reaction shot ive ever seen lol #trump2016 <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.567002: step 9400, loss 6.07966e-06, acc 1\n",
      "\n",
      "\n",
      "last night we served notice to the political and economic establishment of this country the people want real change <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.571554: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "nevada if youre in line stay there—and talk to your neighbors about hillary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.575700: step 9400, loss 2.14576e-06, acc 1\n",
      "\n",
      "\n",
      "team jeb taking over follow along with us during the #gopdebate here → <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.579955: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "we must stop making our political process about spectacle and must instead make it about the future of our nation <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.584059: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "americans dont care about who is establishment or who is grassroots #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.587728: step 9400, loss 4.06495e-05, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_800/> like #jimmycarter says im more dangerous to leftists bc i actually believe in the constitution true <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.591451: step 9400, loss 1.43051e-06, acc 1\n",
      "\n",
      "\n",
      "in 93 hours it’ll be time for iowans to decide i’d be honored if you would caucus for me on monday night #gopdebate <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.597945: step 9400, loss 1.19209e-06, acc 1\n",
      "\n",
      "\n",
      "millions of families like karla’s live in fear of deportation we need a president who will fight to protect them <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.604241: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "no one can get this done alone—not even the president of the united states it’s got to be the mission of our entire nation <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.610627: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "more proof that women need a president who will stop attacks on womens health in their tracks <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.615256: step 9400, loss 1.19209e-06, acc 1\n",
      "\n",
      "\n",
      "thank you plymouth new hampshire #fitn #nhprimary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.620139: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "join me tomorrow in plymouth new hampshire #fitn #nhprimary <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.625057: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "a consistent conservative record of accomplishments vs …nothing <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.631573: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "heres an easy way to help hillary win in new hampshire—it only takes 5 minutes <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.637089: step 9400, loss 5.3644e-06, acc 1\n",
      "\n",
      "\n",
      "thank you nevada we will make america safe great again <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.641156: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "our newest tv ad highlights the most important part of my life my family <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.644919: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n",
      "ben carson picks up endorsement reveals plan to care for veterans  breitbart <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.649726: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "in 2015 <AT_NAME_842/> leapt into record books as the worlds most decorated woman gymnast <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.653305: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "totally unauthorized do not pay i am self funding my campaign notice has just been withdrawn #trump2016 #makeamericagreatagain <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.657116: step 9400, loss 2.74181e-06, acc 1\n",
      "\n",
      "\n",
      "show marco youre on the team chip in $5 right now right from twitter <URL/> #gopdebate <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.660772: step 9400, loss 1.19209e-07, acc 1\n",
      "\n",
      "\n",
      "we had awesome crowds at our two town halls in spartanburg and columbia today <URL/> #scformarco <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.664064: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "<AT_NAME_923/> glad to have you on our team thanks for the support <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.667512: step 9400, loss 0, acc 1\n",
      "\n",
      "\n",
      "29 million americans don’t have health insurance 31 million are underinsured that’s rationing those are wait times #demtownhall <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.670942: step 9400, loss 1.66893e-06, acc 1\n",
      "\n",
      "\n",
      "standing room only in mount pleasant thank you all <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.674433: step 9400, loss 1.78814e-06, acc 1\n",
      "\n",
      "\n",
      "couldnt agree more <AT_NAME_658/> its time to act on gun violence thank you for telling these stories today <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.679019: step 9400, loss 4.76837e-07, acc 1\n",
      "\n",
      "\n",
      "the puerto rican senate just confirmed maite oronoz rodríguez making her the first lgbt chief justice in the us <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.683809: step 9400, loss 7.15256e-07, acc 1\n",
      "\n",
      "\n",
      "listen to why charlie is supporting our campaign #fits #choosecruz join him <URL/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.688290: step 9400, loss 3.57628e-07, acc 1\n",
      "\n",
      "\n",
      "i will be interviewed from charleston south carolina by <AT_NAME_734/> and <AT_NAME_735/> at 8pm tonight for one hour on <AT_NAME_736/> enjoy <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.691877: step 9400, loss 9.53674e-07, acc 1\n",
      "\n",
      "\n",
      "sorry to miss you but glad you got to meet <AT_NAME_488/> <URL/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/> <PAD/>\n",
      "nonexample\n",
      "2016-03-05T03:12:37.697178: step 9400, loss 2.38419e-07, acc 1\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "    for y, x in zip(even_y_dev, even_x_dev):\n",
    "        sent = []\n",
    "        for word in x:\n",
    "            sent.append(vocabulary_inv[word])\n",
    "        print(' '.join(sent))\n",
    "        print(\"example\" if y[0] == 0 and y[1] == 1 else \"nonexample\")\n",
    "        dev_step([x], [y], writer=dev_summary_writer)\n",
    "        print(\"\")\n",
    "        print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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