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mboyanov/Character LMs for Conjoined Word Separation.ipynb Secret

Last active December 5, 2018 06:48
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Character LMs for Conjoined Word Separation.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Character LMs for Conjoined Word Separation\n",
"## Intro"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Conjoined words are words that __wrongly consist of two words__. Examples are _\"theproblem\"_, _\"extremecircumstances\"_, _\"helloworld\"_, etc.\n",
"We'll explore how we can use a pair of character-level language models to detect them and separate them. We'll achieve this by using the powerful fastai v1 library which provides almost everything out of the box!"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n"
]
}
],
"source": [
"from fastai import *\n",
"from fastai.text import *\n",
"from torch.nn.utils.rnn import pack_sequence, pad_packed_sequence\n",
"\n",
"%reload_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 0) Load the data\n",
"\n",
"The data consists of:\n",
"- a vocabulary, which is a mapping from an integer id to a character\n",
"- train ids - the integer ids encoding the training texts\n",
"- val_ids - the integer ids encoding the validation texts\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First let's load up the vocabulary"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['xxunk', 'xxpad', ' ', 'e', 'n', 't', 'a', 'o', 'i', 's']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vocab = Vocab(np.load('/data/char-lm-fastai/tmp/itos.pkl'))\n",
"vocab.itos[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use the vocabulary to transform from integer ids to characters and vice-versa. For example:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"As ids: [16, 6, 29, 3, 2, 4, 3, 15, 10, 6, 11, 2, 4, 3, 5, 25, 7, 10, 29, 9, 2, 15, 4, 12, 7, 7, 11, 2, 6, 20, 6, 8, 4]\n",
"As text: make neural networks uncool again\n"
]
}
],
"source": [
"text = \"make neural networks uncool again\"\n",
"as_ids = [vocab.stoi[c] for c in text]\n",
"print(\"As ids:\", as_ids)\n",
"back2txt = ''.join(vocab.itos[i] for i in as_ids)\n",
"print(\"As text:\", back2txt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, let's load up the training data and validation data. Each row in the data is a list of integer ids corresponding to the characters in the vocab"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"train_ids = np.load('/data/char-lm-fastai/tmp/train_ids.npy')\n",
"val_ids = np.load('/data/char-lm-fastai/tmp/valid_ids.npy')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'train shape (2063146,)'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'val shape(106529,)'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Example article:\n"
]
},
{
"data": {
"text/plain": [
"'bosrevlon inc . said it would exit china , where sales of its ... endoftitle cosmetics maker revlon to exit china revlon inc . said it would exit china , where sales of its cosmetics have been falling , and cut more than num_1000_1000000 jobs as part of a restructuring designed to save about $ num_10_100 million a year . revlon , owner of the almay cosmetics brand and sinful colors nail polish , said in a filing that its chinese operations accounted for about num_1_10 percent of total net sales . the company posted net sales of $ num_1_10 billion in num_1000_1000000'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"display(f\"train shape {train_ids.shape}\")\n",
"display(f\"val shape{val_ids.shape}\")\n",
"print(\"Example article:\")\n",
"''.join([vocab.itos[x] for x in train_ids[0]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 1) Forward Language Model\n",
"The first step to training is to create a data bunch. A databunch is a utility class which takes care of a lot of the boilerplate code, that is often missed or slightly wrong. It takes care of:\n",
"- loading up batches in the correct, making sure that the last batch is well-formed\n",
"- shuffles the training data\n",
"- loads up the data onto a particular device, e.g. the GPU\n",
"- applying transforms to the data, see the next section for an example"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"databunch = TextLMDataBunch.from_ids('/data/char-lm-fastai/tmp', vocab=vocab, \n",
" train_ids= train_ids,\n",
" valid_ids = val_ids,\n",
" bs = 512)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have the data, we are ready to define a model and train it. In fastai, you actually create a learner which contains a default model architecture which works great for language models."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SequentialRNN(\n",
" (0): RNNCore(\n",
" (encoder): Embedding(73, 100, padding_idx=1)\n",
" (encoder_dp): EmbeddingDropout(\n",
" (emb): Embedding(73, 100, padding_idx=1)\n",
" )\n",
" (rnns): ModuleList(\n",
" (0): WeightDropout(\n",
" (module): LSTM(100, 100)\n",
" )\n",
" )\n",
" (input_dp): RNNDropout()\n",
" (hidden_dps): ModuleList(\n",
" (0): RNNDropout()\n",
" )\n",
" )\n",
" (1): LinearDecoder(\n",
" (decoder): Linear(in_features=100, out_features=73, bias=True)\n",
" (output_dp): RNNDropout()\n",
" )\n",
")"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vocab_sz = len(vocab.itos)\n",
"emb_sz = 100\n",
"n_hid = 300\n",
"\n",
"learn = language_model_learner(databunch, emb_sz=emb_sz, nh=n_hid,nl =1 ,drop_mult=0.1, tie_weights=False)\n",
"learn.model"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find(start_lr=1e-7, num_it=1000)\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 30:14 <p><table style='width:300px; margin-bottom:10px'>\n",
" <tr>\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>1.132079</th>\n",
" <th>1.080761</th>\n",
" <th>0.684524</th>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>1.117037</th>\n",
" <th>1.057644</th>\n",
" <th>0.690922</th>\n",
" </tr>\n",
" <tr>\n",
"\n",
" </tr>\n",
"</table>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(2, 3e-3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 1:23:09 <p><table style='width:300px; margin-bottom:10px'>\n",
" <tr>\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>1.120265</th>\n",
" <th>1.058051</th>\n",
" <th>0.690958</th>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>1.111304</th>\n",
" <th>1.052797</th>\n",
" <th>0.692079</th>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>1.114191</th>\n",
" <th>1.047341</th>\n",
" <th>0.693690</th>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>1.101823</th>\n",
" <th>1.043485</th>\n",
" <th>0.694640</th>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>1.106486</th>\n",
" <th>1.042297</th>\n",
" <th>0.694967</th>\n",
" </tr>\n",
" <tr>\n",
"\n",
" </tr>\n",
"</table>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, 1e-3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, save the model, so we can use it later:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"learn.save('fwd_lm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2) Backwards Language Model\n",
"There is only one difference between a forward and a backward language model - the backwards LM receives and trains on the text in reverse. In fastai, this is achieved by a simple code change - set `backwards=True` when defining the databunch. The library then takes care of reversing the text when making the batches. The rest of the code is the same."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"databunch = TextLMDataBunch.from_ids('/data/char-lm-fastai/tmp', vocab=vocab, \n",
" train_ids= train_ids,\n",
" valid_ids = val_ids,\n",
" bs = 512,\n",
" backwards=True) # Set backwards to true"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SequentialRNN(\n",
" (0): RNNCore(\n",
" (encoder): Embedding(73, 100, padding_idx=1)\n",
" (encoder_dp): EmbeddingDropout(\n",
" (emb): Embedding(73, 100, padding_idx=1)\n",
" )\n",
" (rnns): ModuleList(\n",
" (0): WeightDropout(\n",
" (module): LSTM(100, 100)\n",
" )\n",
" )\n",
" (input_dp): RNNDropout()\n",
" (hidden_dps): ModuleList(\n",
" (0): RNNDropout()\n",
" )\n",
" )\n",
" (1): LinearDecoder(\n",
" (decoder): Linear(in_features=100, out_features=73, bias=True)\n",
" (output_dp): RNNDropout()\n",
" )\n",
")"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vocab_sz = len(vocab.itos)\n",
"emb_sz = 100\n",
"n_hid = 300\n",
"\n",
"learn = language_model_learner(databunch, emb_sz=emb_sz, nh=n_hid,nl =1 ,drop_mult=0.1, tie_weights=False)\n",
"learn.model"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 32:13 <p><table style='width:300px; margin-bottom:10px'>\n",
" <tr>\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>1.147232</th>\n",
" <th>1.087566</th>\n",
" <th>0.684777</th>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>1.135380</th>\n",
" <th>1.066207</th>\n",
" <th>0.689873</th>\n",
" </tr>\n",
" <tr>\n",
"\n",
" </tr>\n",
"</table>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(2, 3e-3)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 1:19:02 <p><table style='width:300px; margin-bottom:10px'>\n",
" <tr>\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>1.124710</th>\n",
" <th>1.066150</th>\n",
" <th>0.690069</th>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>1.122078</th>\n",
" <th>1.062162</th>\n",
" <th>0.690919</th>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>1.131940</th>\n",
" <th>1.056962</th>\n",
" <th>0.692366</th>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>1.116715</th>\n",
" <th>1.052380</th>\n",
" <th>0.693597</th>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>1.129248</th>\n",
" <th>1.051330</th>\n",
" <th>0.693889</th>\n",
" </tr>\n",
" <tr>\n",
"\n",
" </tr>\n",
"</table>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, 1e-3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"learn.save('bwd_lm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 3) Split conjoined words\n",
"To identify and split conjoined words, we'll require several conditions to be met:\n",
"1. The fwd and bwd language models need to agree that there is a high probability for a space at that position in the text.\n",
"2. The unsplit word is not in the provided word vocabulary\n",
"3. Both the split words are in the provided word vocabulary\n",
"4. Inserting the space leads to a lower average log likelihood for the fwd and backward models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3.1) Load the vocabs and models"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"vocab = Vocab(np.load('/data/char-lm-fastai/tmp/itos.pkl'))\n",
"word_vocab = set(np.load('/data/suzi/v5/id2w.pkl'))\n",
"\n",
"train_ids = np.zeros((512, 120))\n",
"valid_ids = np.zeros((512, 120))\n",
"databunch = TextLMDataBunch.from_ids('/data/char-lm-fastai/', vocab=vocab, train_ids=train_ids, valid_ids=valid_ids,\n",
" bs=512, backwards=False)\n",
"\n",
"fwd_learn = language_model_learner(databunch, emb_sz=100, nh=300, nl=1, drop_mult=0., tie_weights=False)\n",
"fwd_learn.load('/data/char-lm-fastai/tmp/models/fwd_lm')\n",
"fwd = fwd_learn.model.cpu()\n",
"\n",
"bwd_learn = language_model_learner(databunch, emb_sz=100, nh=300, nl=1, drop_mult=0., tie_weights=False)\n",
"bwd_learn.load('/data/char-lm-fastai/tmp/models/bwd_lm')\n",
"bwd = bwd_learn.model.cpu()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3.2) Encode text\n",
"To use our language models in a custom way, we'll have to get our hands dirty. First we'll have to reimplement some of the functionality of the databunch - transform a list of strings to a torch tensor.\n",
"\n",
"To achieve this, we will sort the items in the batch by length and pad the trailing whitespace with 1."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_sequences(txts:list, vocab:Vocab, reverse=False):\n",
" \"\"\"\n",
" Transforms a list of LongTensors to a padded long tensor\n",
" :param sequences:\n",
" :param reverse:\n",
" :return: a tuple res, lens where res is of shape TxB and lens is the lengths of the items in the batch.\n",
" \"\"\"\n",
" sequences = [torch.LongTensor(vocab.numericalize(['bos'] + [x for x in txt] + ['bos'])) for txt in txts]\n",
" if reverse:\n",
" sequences = [torch.LongTensor(s.numpy()[::-1].copy()) for s in sequences]\n",
" sorted_sequences = sorted(sequences, key=lambda x: x.size(), reverse=True)\n",
" packed_sequences = pack_sequence(sorted_sequences)\n",
" return pad_packed_sequence(packed_sequences, padding_value=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[37, 37],\n",
" [ 5, 16],\n",
" [ 3, 6],\n",
" [ 9, 29],\n",
" [11, 3],\n",
" [ 6, 2],\n",
" [ 2, 4],\n",
" [ 9, 3],\n",
" [ 5, 15],\n",
" [ 7, 10],\n",
" [12, 6],\n",
" [29, 11],\n",
" [ 2, 2],\n",
" [18, 4],\n",
" [11, 3],\n",
" [15, 5],\n",
" [ 4, 9],\n",
" [20, 2],\n",
" [ 3, 15],\n",
" [ 9, 4],\n",
" [ 2, 12],\n",
" [ 6, 7],\n",
" [19, 7],\n",
" [ 5, 11],\n",
" [ 3, 2],\n",
" [10, 6],\n",
" [ 2, 20],\n",
" [12, 6],\n",
" [ 3, 8],\n",
" [ 7, 4],\n",
" [ 2, 37],\n",
" [ 9, 1],\n",
" [16, 1],\n",
" [ 7, 1],\n",
" [29, 1],\n",
" [ 3, 1],\n",
" [ 9, 1],\n",
" [ 2, 1],\n",
" [18, 1],\n",
" [ 7, 1],\n",
" [ 5, 1],\n",
" [37, 1]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_input = ['make neural nets uncool again', 'tesla stock plunges after ceo smokes pot']\n",
"sample_sequences, sample_lens = get_sequences(sample_input, vocab)\n",
"sample_sequences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3.3) Predict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we need a method which can take these tensors, run them through the model and return the most likely texts."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def predict(model: nn.Module, txt:torch.LongTensor, lens:np.array, vocab: Vocab):\n",
" \"\"\"\n",
" Applies the model and returns the results as a string\n",
" :param model:\n",
" :param txt:\n",
" :param lens:\n",
" :param vocab:\n",
" :return:\n",
" \"\"\"\n",
" model.eval()\n",
" model.reset()\n",
" forward_preds = model(txt)[0]\n",
" forward_preds = forward_preds.argmax(-1).view(txt.size(0), -1).t()\n",
" res = []\n",
" for preds, length in zip(forward_preds, lens):\n",
" res.append(''.join(vocab.itos[preds[i]] for i in range(length)))\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'tesla stock plunges after ceo smokes pot'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'chcta muock irange anter too starer ars'"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sample_preds = predict(fwd, sample_sequences, sample_lens, vocab)\n",
"display(sample_input[1], sample_preds[0][:-2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3.4) Score text\n",
"We need to be able to compare the quality of different texts under the model. More likely sequences should receive higher scores than less likely ones. To achieve this, we will look at the average log likelihood of the sequences."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def score_txt(txt:str, model:nn.Module, vocab: Vocab):\n",
" \"\"\"\n",
" Computes the average log likelihood of the text under the model\n",
" :param txt: \n",
" :param model: \n",
" :param vocab: \n",
" :return: \n",
" \"\"\"\n",
" numericalized = vocab.numericalize(['bos'] + [x for x in txt] + ['bos'])\n",
" model.reset()\n",
" model.eval()\n",
" inp = torch.LongTensor([numericalized]).t()\n",
" preds = F.log_softmax(model(inp)[0], dim=0)\n",
" score = 0.\n",
" for pred, actual in zip(preds, numericalized[1:]):\n",
" score += pred[actual]\n",
" return score / len(txt)\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'financialresults likelihood: -2.5872597694396973 '"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'fin ancialresults likelihood: -3.891763925552368 '"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'financial results likelihood: -1.7246867418289185 '"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for txt in ['financialresults', 'fin ancialresults', 'financial results']:\n",
" display(f\"{txt} likelihood: {score_txt(txt, fwd, vocab).detach().numpy()} \")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3.5) Bringing it all together\n",
"\n",
"The rest is just boiler plate:\n",
"1. we encode the text\n",
"2. we use it to predict via the two language models\n",
"3. for each text\n",
" 1. we align the two predictions\n",
" 2. we identify potential split points\n",
" 3. we check if the split is good according to the rules outlined in the beginning of the section\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def get_concordance(orig_txt,i, concordance_len=30):\n",
" \"\"\"\n",
" Returns the start and end indices of a concordance of len concordance_len.\n",
" The function pays attention to the start and end of the orig_txt \n",
" so that the returned indices are within the range of the string\n",
" :param orig_txt: the original text\n",
" :param i: the index around which to search for concordances\n",
" \n",
" \"\"\"\n",
" concordance_len = 30\n",
" start = max(0, i - concordance_len)\n",
" end = min(len(orig_txt), i + concordance_len)\n",
" return start, end\n",
"\n",
"def split_word(orig_txt, i):\n",
" \"\"\"\n",
" Returns a tuple (original_word, left_word, right_word) extracting them from the orig_txt\n",
" \"\"\"\n",
" r_num_chars = orig_txt[i:].index(' ') if ' ' in orig_txt[i:] else 0\n",
" l_num_chars = orig_txt[:i][::-1].index(' ') if ' ' in orig_txt[:i] else 0\n",
" word = ''.join(orig_txt[i-l_num_chars:i+r_num_chars])\n",
" l_word = ''.join(orig_txt[i-l_num_chars:i])\n",
" r_word = ''.join(orig_txt[i:i+r_num_chars])\n",
" return word, l_word, r_word\n",
"\n",
"\n",
"def is_split_good(word:str, l_word:str, r_word:str, orig_txt, i, model, bwd_model, word_vocab:set):\n",
" \"\"\"\n",
" A split is good if \n",
" 1) the original word is not in the word vocab\n",
" 2) the left and right words are in the word vocab \n",
" 3) the average log likelihood of the text under the models increases.\n",
" \"\"\"\n",
" if word in word_vocab:\n",
" return False\n",
" if l_word not in word_vocab or r_word not in word_vocab:\n",
" return False\n",
" with_split = ''.join(orig_txt[:i]) + ' ' + ''.join(orig_txt[i:])\n",
" orig_score = score_txt(orig_txt, model, vocab) + score_txt(orig_txt[::-1], bwd_model, vocab)\n",
" split_score = score_txt(with_split, model, vocab) + score_txt(with_split[::-1], bwd_model, vocab)\n",
" return split_score > orig_score"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def split_conjoined_words(txts: list, model: SequentialRNN, bwd_model: SequentialRNN, vocab: Vocab, word_vocab: set):\n",
" # Encode\n",
" fwd_sequences, lens = get_sequences(txts, vocab)\n",
" bwd_sequences, bwd_lens = get_sequences(txts, vocab, reverse=True)\n",
" # Predict\n",
" forward_preds = predict(model, fwd_sequences, lens, vocab)\n",
" backward_preds = predict(bwd_model, bwd_sequences, bwd_lens, vocab)\n",
" for seq_idx, (seq, seq_len, fwd_pred, bwd_pred) in enumerate(zip(fwd_sequences.t(), lens, forward_preds, backward_preds)):\n",
" # Align predictions and original text\n",
" orig_txt = [vocab.itos[x] for x in seq[1:seq_len-1] if x != 1]\n",
" fwd_pred = fwd_pred[:-1]\n",
" bwd_pred = bwd_pred[:-1][::-1]\n",
" for i in range(1, len(orig_txt)):\n",
" if orig_txt[i] != ' ' and fwd_pred[i] == ' ' and bwd_pred[i] == ' ':\n",
" start, end = get_concordance(orig_txt, i)\n",
" word, l_word, r_word = split_word(orig_txt, i)\n",
" if is_split_good(word, l_word, r_word, orig_txt, i, model, bwd_model, word_vocab):\n",
" yield({'original': ''.join(orig_txt[start:end]), 'split': ''.join(orig_txt[start:i]) + ' ' + ''.join(orig_txt[i:end])})\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>original</th>\n",
" <th>split</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>, num_1000_1000000 . dr . gotto was elected as a class ii d</td>\n",
" <td>, num_1000_1000000 . dr . got to was elected as a class ii d</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>inance conference endoftitle -vivint 's president , alex dun</td>\n",
" <td>inance conference endoftitle - vivint 's president , alex dun</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>um_1_10 % in constant currencyfiscal ye ... los angeles , ma</td>\n",
" <td>um_1_10 % in constant currency fiscal ye ... los angeles , ma</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>platinum level for their greenleader hotel program . establi</td>\n",
" <td>platinum level for their green leader hotel program . establi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>tse num_100_1000 index ( indexftse : ukx ) to briefly inch u</td>\n",
" <td>tse num_100_1000 index ( index ftse : ukx ) to briefly inch u</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>t ' aaasf ' ; outlook stable ;-- class b affirmed at ' aaasf</td>\n",
" <td>t ' aaasf ' ; outlook stable ; -- class b affirmed at ' aaasf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>t ' aaasf ' ; outlook stable ;-- class c affirmed at ' aasf</td>\n",
" <td>t ' aaasf ' ; outlook stable ; -- class c affirmed at ' aasf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>g a topless barber shop . hairdresser / stripper bree franci</td>\n",
" <td>g a topless barber shop . hair dresser / stripper bree franci</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>urray digital content producer- dallas business journal | |</td>\n",
" <td>urray digital content producer - dallas business journal | |</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>- num_1_10 ( us abs ) / creditdesk / reports / report_frame.</td>\n",
" <td>- num_1_10 ( us abs ) / credit desk / reports / report_frame.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>for num_1000_1000000 annual pttow ! summitinvite - only memb</td>\n",
" <td>for num_1000_1000000 annual pt tow ! summitinvite - only memb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>_1000000 annual pttow ! summitinvite - only member network w</td>\n",
" <td>_1000000 annual pttow ! summit invite - only member network w</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>statement is reproduced below:- fitch affirms hsbc sri</td>\n",
" <td>statement is reproduced below :- fitch affirms hsbc sri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>_10_100 , num_1000_1000000 - -travelzoo inc . ( nasdaq : tzo</td>\n",
" <td>_10_100 , num_1000_1000000 - - travelzoo inc . ( nasdaq : tzo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>m adults each week . this uk -wide reach will allow garmin t</td>\n",
" <td>m adults each week . this uk - wide reach will allow garmin t</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>d common stock buy back of usd6.5bn endoftitle financial ser</td>\n",
" <td>d common stock buy back of usd 6.5bn endoftitle financial ser</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>toyota num_10_100 series landcruiser recalled endoftitle hi</td>\n",
" <td>toyota num_10_100 series land cruiser recalled endoftitle hi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>led its num_10_100 series landcruiser over a potential issue</td>\n",
" <td>led its num_10_100 series land cruiser over a potential issue</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>toyota num_10_100 series landcruiser recall num_1_10 april</td>\n",
" <td>toyota num_10_100 series land cruiser recall num_1_10 april</td>\n",
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" <td>rugged num_10_100 series landcruiser range after discoverin</td>\n",
" <td>rugged num_10_100 series land cruiser range after discoverin</td>\n",
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" <tr>\n",
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" <td>on . in an open letter , fifty three 's co - founder and ceo</td>\n",
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" <tr>\n",
" <th>23</th>\n",
" <td>book paper name change ? fiftythree ceo , maker of popular '</td>\n",
" <td>book paper name change ? fifty three ceo , maker of popular '</td>\n",
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" <tr>\n",
" <th>24</th>\n",
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" <td>aper . the folks over at fifty three , a company that release</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>es affect additional customers- previously unaffected areas</td>\n",
" <td>es affect additional customers - previously unaffected areas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>fected areas saw outages today- multi - day outages in some</td>\n",
" <td>fected areas saw outages today - multi - day outages in some</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>le danielle abril staff writer- dallas business journal emai</td>\n",
" <td>le danielle abril staff writer - dallas business journal emai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>the dow jones industrials ( djindices : ^dji ) got off to a</td>\n",
" <td>the dow jones industrials ( dj indices : ^dji ) got off to a</td>\n",
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" <tr>\n",
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" <td>sailors morning edition editor- san francisco business times</td>\n",
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" <tr>\n",
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" <tr>\n",
" <th>60</th>\n",
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" <td>and social engagement manager - atlanta business chronicle f</td>\n",
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" <tr>\n",
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" <td>le mark reilly managing editor- minneapolis / st . paul busi</td>\n",
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" <th>63</th>\n",
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" <td>ftitle by : dusan belic , intomobile friday , january 24th ,</td>\n",
" <td>ftitle by : dusan belic , into mobile friday , january 24th ,</td>\n",
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" <th>65</th>\n",
" <td>e ) . using perfecto 's mobilecloud platform , wipro 's expe</td>\n",
" <td>e ) . using perfecto 's mobile cloud platform , wipro 's expe</td>\n",
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" <tr>\n",
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" <td>ie dimon warns that such cyber crimes will become more common</td>\n",
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" <th>71</th>\n",
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" <td>ame name . app developer fifty three fears that the social ne</td>\n",
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" <th>72</th>\n",
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" <td>pp . according to cnet , fifty three 's paper application , a</td>\n",
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" <th>73</th>\n",
" <td>tle bill hethcock staff writer- dallas business journal emai</td>\n",
" <td>tle bill hethcock staff writer - dallas business journal emai</td>\n",
" </tr>\n",
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" <th>74</th>\n",
" <td>household \" promises the voiceover over an establishing shot</td>\n",
" <td>household \" promises the voice over over an establishing shot</td>\n",
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" <tr>\n",
" <th>75</th>\n",
" <td>. published by : bonds markets| reuters : bonds news - today</td>\n",
" <td>. published by : bonds markets | reuters : bonds news - today</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
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" <td>hed by : asian capital markets | ndtv news - capital - today</td>\n",
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" <tr>\n",
" <th>77</th>\n",
" <td>0000 __time__ , bron : androidcommunity for the past few yea</td>\n",
" <td>0000 __time__ , bron : android community for the past few yea</td>\n",
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" <tr>\n",
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" <td>ed by : mergers &amp; acquisitions| reuters - today</td>\n",
" <td>ed by : mergers &amp; acquisitions | reuters - today</td>\n",
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" <tr>\n",
" <th>79</th>\n",
" <td>e ) . using perfecto 's mobilecloud platform , wipro 's expe</td>\n",
" <td>e ) . using perfecto 's mobile cloud platform , wipro 's expe</td>\n",
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" <tr>\n",
" <th>80</th>\n",
" <td>published by : capital market| global times : companies - t</td>\n",
" <td>published by : capital market | global times : companies - t</td>\n",
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" <tr>\n",
" <th>81</th>\n",
" <td>blished by : banking &amp; finance| japan herald - today</td>\n",
" <td>blished by : banking &amp; finance | japan herald - today</td>\n",
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" <tr>\n",
" <th>82</th>\n",
" <td>published by : capital market| global times : companies - t</td>\n",
" <td>published by : capital market | global times : companies - t</td>\n",
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" <th>83</th>\n",
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" <td>d by : african capital markets | business day live - companie</td>\n",
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" <th>84</th>\n",
" <td>deerfield ( dpa - afx ) - mmrglobal inc . ( mmrf.ob ) said</td>\n",
" <td>deerfield ( dpa - afx ) - mmr global inc . ( mmrf.ob ) said</td>\n",
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" <th>85</th>\n",
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" <td>. published by : north america | globeandmail - report on bus</td>\n",
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" <th>86</th>\n",
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" <td>llion of notes issued by light point clo iv ltd . endoftitle</td>\n",
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" <td>y . published in brief : smartbrief job listings for busines</td>\n",
" <td>y . published in brief : smart brief job listings for busines</td>\n",
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"8 urray digital content producer- dallas business journal | | \n",
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"14 m adults each week . this uk -wide reach will allow garmin t \n",
"15 d common stock buy back of usd6.5bn endoftitle financial ser \n",
"16 toyota num_10_100 series landcruiser recalled endoftitle hi \n",
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"29 sailors morning edition editor- san francisco business times \n",
".. ... \n",
"59 sbc 's steve o'neill joins paypoint as marketing director en \n",
"60 ble for the development of paypoint 's strategic marketing , \n",
"61 and social engagement manager- atlanta business chronicle f \n",
"62 le mark reilly managing editor- minneapolis / st . paul busi \n",
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"65 e ) . using perfecto 's mobilecloud platform , wipro 's expe \n",
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"71 ame name . app developer fiftythree fears that the social ne \n",
"72 pp . according to cnet , fiftythree 's paper application , a \n",
"73 tle bill hethcock staff writer- dallas business journal emai \n",
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"82 published by : capital market| global times : companies - t \n",
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"84 deerfield ( dpa - afx ) - mmrglobal inc . ( mmrf.ob ) said \n",
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"27 le danielle abril staff writer - dallas business journal emai \n",
"28 the dow jones industrials ( dj indices : ^dji ) got off to a \n",
"29 sailors morning edition editor - san francisco business times \n",
".. ... \n",
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"61 and social engagement manager - atlanta business chronicle f \n",
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"66 ie dimon warns that such cyber crimes will become more common \n",
"67 st . consumer spending on best - selling ikea items such as b \n",
"68 t started when i was examining the video from an hoa ( / \n",
"69 household \" promises the voice over over an establishing shot \n",
"70 download at / clients / cancer genetics / new york , ny -- ( \n",
"71 ame name . app developer fifty three fears that the social ne \n",
"72 pp . according to cnet , fifty three 's paper application , a \n",
"73 tle bill hethcock staff writer - dallas business journal emai \n",
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"82 published by : capital market | global times : companies - t \n",
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" <td>arch and markets : global home wares market num_1000_1000000</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>ands . the company recorded q2fy14 revenues of $ num_1000_10</td>\n",
" <td>ands . the company recorded q2 fy14 revenues of $ num_1000_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>um_10_100 , num_1000_1000000 -korn ferry ( nyse : kfy ) , a</td>\n",
" <td>um_10_100 , num_1000_1000000 - korn ferry ( nyse : kfy ) , a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>tions endoftitle by steve rothwell , the associated press |</td>\n",
" <td>tions endoftitle by steve roth well , the associated press |</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>1_10 minutes ago by steve rothwell , the associated press ne</td>\n",
" <td>1_10 minutes ago by steve roth well , the associated press ne</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>as , except hardest - hit morehead city where restoration wo</td>\n",
" <td>as , except hardest - hit more head city where restoration wo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>, texas __date__ ( financialstrends ) - t - mobile us inc .</td>\n",
" <td>, texas __date__ ( financials trends ) - t - mobile us inc .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>this year , he deserves wholehearted recognition for what h</td>\n",
" <td>this year , he deserves whole hearted recognition for what h</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>parexel launches perceptive mytrials data - driven monitorin</td>\n",
" <td>parexel launches perceptive my trials data - driven monitorin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>d of m&amp;a in germany to leave -magazine endoftitle ( reuters</td>\n",
" <td>d of m&amp;a in germany to leave - magazine endoftitle ( reuters</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>es will be located in the bluewater premier mall in kent , e</td>\n",
" <td>es will be located in the blue water premier mall in kent , e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>l product indicated for immunosuppression . fda director gen</td>\n",
" <td>l product indicated for immuno suppression . fda director gen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>may . an analysis from searchengine journal said ebay 's go</td>\n",
" <td>may . an analysis from search engine journal said ebay 's go</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>apology in an effort to whitewash the incident - surely one</td>\n",
" <td>apology in an effort to white wash the incident - surely one</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>tapas and cocktail bar in tamworth has been given worldwide</td>\n",
" <td>tapas and cocktail bar in tam worth has been given worldwide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>y the best place to eat in tamworth \" are up on tripadvisor</td>\n",
" <td>y the best place to eat in tam worth \" are up on tripadvisor</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>num_1000_1000000 + vip accesstm hotels . with the new progr</td>\n",
" <td>num_1000_1000000 + vip access tm hotels . with the new progr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>red marketing developer socialcode shows that many advertise</td>\n",
" <td>red marketing developer social code shows that many advertise</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>nsion from the existing groundbirch mainline section of the</td>\n",
" <td>nsion from the existing ground birch mainline section of the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>acquires storage startup greenbytes endoftitle oracle is loo</td>\n",
" <td>acquires storage startup green bytes endoftitle oracle is loo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>ents oracle is acquiring greenbytes , a storage start - up t</td>\n",
" <td>ents oracle is acquiring green bytes , a storage start - up t</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>deal weren't disclosed . greenbytes works with zfs , the ope</td>\n",
" <td>deal weren't disclosed . green bytes works with zfs , the ope</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>rcedes - benz vehicles , smartcar slumps frankfurt - daimler</td>\n",
" <td>rcedes - benz vehicles , smart car slumps frankfurt - daimler</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>ed by vw etc . opponents . faw- toyota introduces european v</td>\n",
" <td>ed by vw etc . opponents . faw - toyota introduces european v</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>qmed -smith &amp; nephew completes arthr</td>\n",
" <td>qmed - smith &amp; nephew completes arthr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>l give up it clothing and footgear contract with football gi</td>\n",
" <td>l give up it clothing and foot gear contract with football gi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>lagued with bugs . then twentyseven global stepped in</td>\n",
" <td>lagued with bugs . then twenty seven global stepped in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>cebook twitter linkedin googleplus more more + email tumblr</td>\n",
" <td>cebook twitter linkedin google plus more more + email tumblr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>more ... published by : africa| capital business - today</td>\n",
" <td>more ... published by : africa | capital business - today</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>ommodities is changing , too .more in xxunk tags : chief , group</td>\n",
" <td>ommodities is changing , too . more in xxunk tags : chief , group</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>g . width='1 ' height='1 ' src= ' http : / / / c/34253/f/622</td>\n",
" <td>g . width='1 ' height='1 ' src = ' http : / / / c/34253/f/622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>last num_10_100 hours techweekeurope ( yesterday ) - netflix</td>\n",
" <td>last num_10_100 hours techweek europe ( yesterday ) - netflix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>plaint over android - brussels- google inc . is facing fresh</td>\n",
" <td>plaint over android - brussels - google inc . is facing fresh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>stop some production at its s.african plant due to strike en</td>\n",
" <td>stop some production at its s. african plant due to strike en</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>hed by : asian capital markets| ndtv news - capital - today</td>\n",
" <td>hed by : asian capital markets | ndtv news - capital - today</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>ed by : mergers &amp; acquisitions| reuters - yesterday</td>\n",
" <td>ed by : mergers &amp; acquisitions | reuters - yesterday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>its management structure . ctvnews related news about \" barr</td>\n",
" <td>its management structure . ctv news related news about \" barr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>amping up efforts to cut wasteful expenses as the nation 's</td>\n",
" <td>amping up efforts to cut waste ful expenses as the nation 's</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>of america will release its 2qfy14 today ; the estimated adj</td>\n",
" <td>of america will release its 2q fy14 today ; the estimated adj</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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" original \\\n",
"0 arch and markets : global homewares market num_1000_1000000 \n",
"1 ket endoftitle the global homewares market has several drive \n",
"2 the global economy . the homewares market in emerging count \n",
"3 arch and markets : global homewares market num_1000_1000000 \n",
"4 eir offering . the global homewares market has several drive \n",
"5 ation of amantys power insighttm protocol with avago 's 50mb \n",
"6 he past financial year include:- customer \n",
"7 usive agreement to equip unitypoint health with radiotherapy \n",
"8 zed treatment systems at unitypoint health hospitals across \n",
"9 ntered an agreement with unitypoint health to be its exclusi \n",
"10 000 dividend endoftitle bridgehampton , n.y. , april num_1_1 \n",
"11 holding company for the bridgehampton national bank , announ \n",
"12 00000 earnings conference callwhen : tuesday , may num_10_10 \n",
"13 1000_1000000 @ __time__ am edtwhere : / canais / cpfl / chan \n",
"14 officer francis j. shammo willpresent results on a webcast b \n",
"15 __ a.m . eastern time . accessinstructions and presentation \n",
"16 in this press release . bridgehampton , n.y. , jan . num_1_1 \n",
"17 holding company for the bridgehampton national bank , announ \n",
"18 imes reveals new logo . designtaxi twitter revenues up num_1 \n",
"19 o keep video flowing - and boxset junkies could bear the bru \n",
"20 w members to the growing cloudband open community endoftitle \n",
"21 _10_100 companies to its cloudband ecosystem program - the f \n",
"22 ands . the company recorded q2fy14 revenues of $ num_1000_10 \n",
"23 um_10_100 , num_1000_1000000 -korn ferry ( nyse : kfy ) , a \n",
"24 tions endoftitle by steve rothwell , the associated press | \n",
"25 1_10 minutes ago by steve rothwell , the associated press ne \n",
"26 as , except hardest - hit morehead city where restoration wo \n",
"27 , texas __date__ ( financialstrends ) - t - mobile us inc . \n",
"28 this year , he deserves wholehearted recognition for what h \n",
"29 parexel launches perceptive mytrials data - driven monitorin \n",
".. ... \n",
"82 d of m&a in germany to leave -magazine endoftitle ( reuters \n",
"83 es will be located in the bluewater premier mall in kent , e \n",
"84 l product indicated for immunosuppression . fda director gen \n",
"85 may . an analysis from searchengine journal said ebay 's go \n",
"86 apology in an effort to whitewash the incident - surely one \n",
"87 tapas and cocktail bar in tamworth has been given worldwide \n",
"88 y the best place to eat in tamworth \" are up on tripadvisor \n",
"89 num_1000_1000000 + vip accesstm hotels . with the new progr \n",
"90 red marketing developer socialcode shows that many advertise \n",
"91 nsion from the existing groundbirch mainline section of the \n",
"92 acquires storage startup greenbytes endoftitle oracle is loo \n",
"93 ents oracle is acquiring greenbytes , a storage start - up t \n",
"94 deal weren't disclosed . greenbytes works with zfs , the ope \n",
"95 rcedes - benz vehicles , smartcar slumps frankfurt - daimler \n",
"96 ed by vw etc . opponents . faw- toyota introduces european v \n",
"97 qmed -smith & nephew completes arthr \n",
"98 l give up it clothing and footgear contract with football gi \n",
"99 lagued with bugs . then twentyseven global stepped in \n",
"100 cebook twitter linkedin googleplus more more + email tumblr \n",
"101 more ... published by : africa| capital business - today \n",
"102 ommodities is changing , too .more in xxunk tags : chief , group \n",
"103 g . width='1 ' height='1 ' src= ' http : / / / c/34253/f/622 \n",
"104 last num_10_100 hours techweekeurope ( yesterday ) - netflix \n",
"105 plaint over android - brussels- google inc . is facing fresh \n",
"106 stop some production at its s.african plant due to strike en \n",
"107 hed by : asian capital markets| ndtv news - capital - today \n",
"108 ed by : mergers & acquisitions| reuters - yesterday \n",
"109 its management structure . ctvnews related news about \" barr \n",
"110 amping up efforts to cut wasteful expenses as the nation 's \n",
"111 of america will release its 2qfy14 today ; the estimated adj \n",
"\n",
" split \n",
"0 arch and markets : global home wares market num_1000_1000000 \n",
"1 ket endoftitle the global home wares market has several drive \n",
"2 the global economy . the home wares market in emerging count \n",
"3 arch and markets : global home wares market num_1000_1000000 \n",
"4 eir offering . the global home wares market has several drive \n",
"5 ation of amantys power insight tm protocol with avago 's 50mb \n",
"6 he past financial year include :- customer \n",
"7 usive agreement to equip unity point health with radiotherapy \n",
"8 zed treatment systems at unity point health hospitals across \n",
"9 ntered an agreement with unity point health to be its exclusi \n",
"10 000 dividend endoftitle bridge hampton , n.y. , april num_1_1 \n",
"11 holding company for the bridge hampton national bank , announ \n",
"12 00000 earnings conference call when : tuesday , may num_10_10 \n",
"13 1000_1000000 @ __time__ am edt where : / canais / cpfl / chan \n",
"14 officer francis j. shammo will present results on a webcast b \n",
"15 __ a.m . eastern time . access instructions and presentation \n",
"16 in this press release . bridge hampton , n.y. , jan . num_1_1 \n",
"17 holding company for the bridge hampton national bank , announ \n",
"18 imes reveals new logo . design taxi twitter revenues up num_1 \n",
"19 o keep video flowing - and box set junkies could bear the bru \n",
"20 w members to the growing cloud band open community endoftitle \n",
"21 _10_100 companies to its cloud band ecosystem program - the f \n",
"22 ands . the company recorded q2 fy14 revenues of $ num_1000_10 \n",
"23 um_10_100 , num_1000_1000000 - korn ferry ( nyse : kfy ) , a \n",
"24 tions endoftitle by steve roth well , the associated press | \n",
"25 1_10 minutes ago by steve roth well , the associated press ne \n",
"26 as , except hardest - hit more head city where restoration wo \n",
"27 , texas __date__ ( financials trends ) - t - mobile us inc . \n",
"28 this year , he deserves whole hearted recognition for what h \n",
"29 parexel launches perceptive my trials data - driven monitorin \n",
".. ... \n",
"82 d of m&a in germany to leave - magazine endoftitle ( reuters \n",
"83 es will be located in the blue water premier mall in kent , e \n",
"84 l product indicated for immuno suppression . fda director gen \n",
"85 may . an analysis from search engine journal said ebay 's go \n",
"86 apology in an effort to white wash the incident - surely one \n",
"87 tapas and cocktail bar in tam worth has been given worldwide \n",
"88 y the best place to eat in tam worth \" are up on tripadvisor \n",
"89 num_1000_1000000 + vip access tm hotels . with the new progr \n",
"90 red marketing developer social code shows that many advertise \n",
"91 nsion from the existing ground birch mainline section of the \n",
"92 acquires storage startup green bytes endoftitle oracle is loo \n",
"93 ents oracle is acquiring green bytes , a storage start - up t \n",
"94 deal weren't disclosed . green bytes works with zfs , the ope \n",
"95 rcedes - benz vehicles , smart car slumps frankfurt - daimler \n",
"96 ed by vw etc . opponents . faw - toyota introduces european v \n",
"97 qmed - smith & nephew completes arthr \n",
"98 l give up it clothing and foot gear contract with football gi \n",
"99 lagued with bugs . then twenty seven global stepped in \n",
"100 cebook twitter linkedin google plus more more + email tumblr \n",
"101 more ... published by : africa | capital business - today \n",
"102 ommodities is changing , too . more in xxunk tags : chief , group \n",
"103 g . width='1 ' height='1 ' src = ' http : / / / c/34253/f/622 \n",
"104 last num_10_100 hours techweek europe ( yesterday ) - netflix \n",
"105 plaint over android - brussels - google inc . is facing fresh \n",
"106 stop some production at its s. african plant due to strike en \n",
"107 hed by : asian capital markets | ndtv news - capital - today \n",
"108 ed by : mergers & acquisitions | reuters - yesterday \n",
"109 its management structure . ctv news related news about \" barr \n",
"110 amping up efforts to cut waste ful expenses as the nation 's \n",
"111 of america will release its 2q fy14 today ; the estimated adj \n",
"\n",
"[112 rows x 2 columns]"
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" <td>been filed against altair nanotechnologies , inc . ( \" altai</td>\n",
" <td>been filed against altair nano technologies , inc . ( \" altai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>nergy services provider energyexcel llp to further expand it</td>\n",
" <td>nergy services provider energy excel llp to further expand it</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>management business of energyexcel llp , an independent ene</td>\n",
" <td>management business of energy excel llp , an independent ene</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>ecording artists through soundexchange in the united states</td>\n",
" <td>ecording artists through sound exchange in the united states</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>hmallow kremetm - filled ghostbuster treats inspired by the</td>\n",
" <td>hmallow kremetm - filled ghost buster treats inspired by the</td>\n",
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" <th>5</th>\n",
" <td>me of $ num_10_100 million andnet income per diluted share o</td>\n",
" <td>me of $ num_10_100 million and net income per diluted share o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>nergy services provider energyexcel llp to further expand it</td>\n",
" <td>nergy services provider energy excel llp to further expand it</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>management business of energyexcel llp , an independent ene</td>\n",
" <td>management business of energy excel llp , an independent ene</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1000 million . it 's operatingincome totaled $ 6.48billion .</td>\n",
" <td>1000 million . it 's operating income totaled $ 6.48billion .</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>100 in after - hours trade . -jim jelter ;</td>\n",
" <td>100 in after - hours trade . - jim jelter ;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>rests endoftitle san diego andnew york , july num_10_100 , n</td>\n",
" <td>rests endoftitle san diego and new york , july num_10_100 , n</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>d as part of ariosa 's harmonytm non - invasive prenatal tes</td>\n",
" <td>d as part of ariosa 's harmony tm non - invasive prenatal tes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>mxl584 full - spectrum capturetm ( fsctm ) satellite receive</td>\n",
" <td>mxl584 full - spectrum capture tm ( fsctm ) satellite receive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>ull - spectrum capturetm ( fsctm ) satellite receiver for a</td>\n",
" <td>ull - spectrum capturetm ( fsc tm ) satellite receiver for a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>um_10_100 % increase yoy in 1qfy14 . the metric increased nu</td>\n",
" <td>um_10_100 % increase yoy in 1q fy14 . the metric increased nu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>ellite full - spectrum capturetm receiver for \" octopus \" ei</td>\n",
" <td>ellite full - spectrum capture tm receiver for \" octopus \" ei</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>mxl584 full - spectrum capturetm ( fsctm ) satellite receive</td>\n",
" <td>mxl584 full - spectrum capture tm ( fsctm ) satellite receive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>ull - spectrum capturetm ( fsctm ) satellite receiver for a</td>\n",
" <td>ull - spectrum capturetm ( fsc tm ) satellite receiver for a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>buy ) . why the upgrade ? aighas been witnessing rising ear</td>\n",
" <td>buy ) . why the upgrade ? aig has been witnessing rising ear</td>\n",
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" <tr>\n",
" <th>19</th>\n",
" <td>its common stock by world shipholding ltd . endoftitle hamil</td>\n",
" <td>its common stock by world ship holding ltd . endoftitle hamil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>cipal shareholder , world shipholding ltd . ( \" world shipho</td>\n",
" <td>cipal shareholder , world ship holding ltd . ( \" world shipho</td>\n",
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" <th>21</th>\n",
" <td>ipholding ltd . ( \" world shipholding \" ) . the closing incl</td>\n",
" <td>ipholding ltd . ( \" world ship holding \" ) . the closing incl</td>\n",
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" <tr>\n",
" <th>22</th>\n",
" <td>ter - hours trading . revenuesrevenues ( excluding the forei</td>\n",
" <td>ter - hours trading . revenues revenues ( excluding the forei</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>ucture for midmarket customersvmware nsx now availa updated</td>\n",
" <td>ucture for midmarket customers vmware nsx now availa updated</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>india * announces amitabh bachchan as the program ambassador</td>\n",
" <td>india * announces amitabh bach chan as the program ambassador</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>le danielle abril staff writer- dallas business journal emai</td>\n",
" <td>le danielle abril staff writer - dallas business journal emai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>e advisors , parents and grandparents about 529s endoftitle</td>\n",
" <td>e advisors , parents and grand parents about 529s endoftitle</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>lp advisors better serve grandparents ( scholars - / grandpa</td>\n",
" <td>lp advisors better serve grand parents ( scholars - / grandpa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>ndparents ( scholars - / grandparents ) . in addition , the</td>\n",
" <td>ndparents ( scholars - / grand parents ) . in addition , the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>eport , num_1000_1000000 grandparents and num_100_1000 plans</td>\n",
" <td>eport , num_1000_1000000 grand parents and num_100_1000 plans</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>r the publication noticed wavegroup 's [ ... ] image credit</td>\n",
" <td>r the publication noticed wave group 's [ ... ] image credit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>and ensure an environmentally- and</td>\n",
" <td>and ensure an environmentally - and</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>ibution partnership with solarmax endoftitle melbourne , aus</td>\n",
" <td>ibution partnership with solar max endoftitle melbourne , aus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>travis gavinski of divas snowgear were invited to be paneli</td>\n",
" <td>travis gavinski of divas snow gear were invited to be paneli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>the first phase of the al maidan falaj renovation project ,</td>\n",
" <td>the first phase of the al maid an falaj renovation project ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>ng community , \" said david toone , principal of pinpoint co</td>\n",
" <td>ng community , \" said david to one , principal of pinpoint co</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>captain morgan keelhauled by asa over facebook ad</td>\n",
" <td>captain morgan keel hauled by asa over facebook ad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>the first phase of the al maidan falaj renovation project ,</td>\n",
" <td>the first phase of the al maid an falaj renovation project ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>that said \" the staff of wavegroup became the full time sou</td>\n",
" <td>that said \" the staff of wave group became the full time sou</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>cult following for its ' shackburgers ' , ' flat - top ' hot</td>\n",
" <td>cult following for its ' shack burgers ' , ' flat - top ' hot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>use the websites and jpmorganonline and the apps chasemobil</td>\n",
" <td>use the websites and jpmorgan online and the apps chasemobil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>organonline and the apps chasemobile and jpmorgan mobile wer</td>\n",
" <td>organonline and the apps chase mobile and jpmorgan mobile wer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>banks that oversaw its record- breaking initial public offe</td>\n",
" <td>banks that oversaw its record - breaking initial public offe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>agement solution , intelligenthome . twc plans to use synchr</td>\n",
" <td>agement solution , intelligent home . twc plans to use synchr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>wednesday on speculation thatapple 's new ipad devices</td>\n",
" <td>wednesday on speculation that apple 's new ipad devices</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>facebook hires wavegroup sound engineers endoftit</td>\n",
" <td>facebook hires wave group sound engineers endoftit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>venturebeat that many of wavegroup 's former employees had</td>\n",
" <td>venturebeat that many of wave group 's former employees had</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>le phil w. hudson staff writer- atlanta business chronicle e</td>\n",
" <td>le phil w. hudson staff writer - atlanta business chronicle e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>ng a euro issue . hsbc has usd16bn worth of tier num_1_10 ca</td>\n",
" <td>ng a euro issue . hsbc has usd 16bn worth of tier num_1_10 ca</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>tal outstanding , of which usd14bn is eligible for grandfath</td>\n",
" <td>tal outstanding , of which usd 14bn is eligible for grandfath</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>ng a euro issue . hsbc has usd16bn worth of ... ( continue r</td>\n",
" <td>ng a euro issue . hsbc has usd 16bn worth of ... ( continue r</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>withdrawing its internationalarbitration filingagainst the</td>\n",
" <td>withdrawing its international arbitration filingagainst the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>nternationalarbitration filingagainst the indonesian governm</td>\n",
" <td>nternationalarbitration filing against the indonesian governm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>olks at gigaom noticed a traceroute of a netflix signal to a</td>\n",
" <td>olks at gigaom noticed a trace route of a netflix signal to a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>us airstrikes in syria targeted a fr</td>\n",
" <td>us air strikes in syria targeted a fr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>cult following for its ' shackburgers ' , ' flat - top ' hot</td>\n",
" <td>cult following for its ' shack burgers ' , ' flat - top ' hot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>... published by : hedge funds| yahoo - private equity &amp; hed</td>\n",
" <td>... published by : hedge funds | yahoo - private equity &amp; hed</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>more ... published by : europe| the moscow times business -</td>\n",
" <td>more ... published by : europe | the moscow times business -</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>hed by : asian capital markets| south china morning post : -</td>\n",
" <td>hed by : asian capital markets | south china morning post : -</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>ster facebooks growth in indiafacebook will benefit as much</td>\n",
" <td>ster facebooks growth in india facebook will benefit as much</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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"0 been filed against altair nanotechnologies , inc . ( \" altai \n",
"1 nergy services provider energyexcel llp to further expand it \n",
"2 management business of energyexcel llp , an independent ene \n",
"3 ecording artists through soundexchange in the united states \n",
"4 hmallow kremetm - filled ghostbuster treats inspired by the \n",
"5 me of $ num_10_100 million andnet income per diluted share o \n",
"6 nergy services provider energyexcel llp to further expand it \n",
"7 management business of energyexcel llp , an independent ene \n",
"8 1000 million . it 's operatingincome totaled $ 6.48billion . \n",
"9 100 in after - hours trade . -jim jelter ; \n",
"10 rests endoftitle san diego andnew york , july num_10_100 , n \n",
"11 d as part of ariosa 's harmonytm non - invasive prenatal tes \n",
"12 mxl584 full - spectrum capturetm ( fsctm ) satellite receive \n",
"13 ull - spectrum capturetm ( fsctm ) satellite receiver for a \n",
"14 um_10_100 % increase yoy in 1qfy14 . the metric increased nu \n",
"15 ellite full - spectrum capturetm receiver for \" octopus \" ei \n",
"16 mxl584 full - spectrum capturetm ( fsctm ) satellite receive \n",
"17 ull - spectrum capturetm ( fsctm ) satellite receiver for a \n",
"18 buy ) . why the upgrade ? aighas been witnessing rising ear \n",
"19 its common stock by world shipholding ltd . endoftitle hamil \n",
"20 cipal shareholder , world shipholding ltd . ( \" world shipho \n",
"21 ipholding ltd . ( \" world shipholding \" ) . the closing incl \n",
"22 ter - hours trading . revenuesrevenues ( excluding the forei \n",
"23 ucture for midmarket customersvmware nsx now availa updated \n",
"24 india * announces amitabh bachchan as the program ambassador \n",
"25 le danielle abril staff writer- dallas business journal emai \n",
"26 e advisors , parents and grandparents about 529s endoftitle \n",
"27 lp advisors better serve grandparents ( scholars - / grandpa \n",
"28 ndparents ( scholars - / grandparents ) . in addition , the \n",
"29 eport , num_1000_1000000 grandparents and num_100_1000 plans \n",
".. ... \n",
"58 r the publication noticed wavegroup 's [ ... ] image credit \n",
"59 and ensure an environmentally- and \n",
"60 ibution partnership with solarmax endoftitle melbourne , aus \n",
"61 travis gavinski of divas snowgear were invited to be paneli \n",
"62 the first phase of the al maidan falaj renovation project , \n",
"63 ng community , \" said david toone , principal of pinpoint co \n",
"64 captain morgan keelhauled by asa over facebook ad \n",
"65 the first phase of the al maidan falaj renovation project , \n",
"66 that said \" the staff of wavegroup became the full time sou \n",
"67 cult following for its ' shackburgers ' , ' flat - top ' hot \n",
"68 use the websites and jpmorganonline and the apps chasemobil \n",
"69 organonline and the apps chasemobile and jpmorgan mobile wer \n",
"70 banks that oversaw its record- breaking initial public offe \n",
"71 agement solution , intelligenthome . twc plans to use synchr \n",
"72 wednesday on speculation thatapple 's new ipad devices \n",
"73 facebook hires wavegroup sound engineers endoftit \n",
"74 venturebeat that many of wavegroup 's former employees had \n",
"75 le phil w. hudson staff writer- atlanta business chronicle e \n",
"76 ng a euro issue . hsbc has usd16bn worth of tier num_1_10 ca \n",
"77 tal outstanding , of which usd14bn is eligible for grandfath \n",
"78 ng a euro issue . hsbc has usd16bn worth of ... ( continue r \n",
"79 withdrawing its internationalarbitration filingagainst the \n",
"80 nternationalarbitration filingagainst the indonesian governm \n",
"81 olks at gigaom noticed a traceroute of a netflix signal to a \n",
"82 us airstrikes in syria targeted a fr \n",
"83 cult following for its ' shackburgers ' , ' flat - top ' hot \n",
"84 ... published by : hedge funds| yahoo - private equity & hed \n",
"85 more ... published by : europe| the moscow times business - \n",
"86 hed by : asian capital markets| south china morning post : - \n",
"87 ster facebooks growth in indiafacebook will benefit as much \n",
"\n",
" split \n",
"0 been filed against altair nano technologies , inc . ( \" altai \n",
"1 nergy services provider energy excel llp to further expand it \n",
"2 management business of energy excel llp , an independent ene \n",
"3 ecording artists through sound exchange in the united states \n",
"4 hmallow kremetm - filled ghost buster treats inspired by the \n",
"5 me of $ num_10_100 million and net income per diluted share o \n",
"6 nergy services provider energy excel llp to further expand it \n",
"7 management business of energy excel llp , an independent ene \n",
"8 1000 million . it 's operating income totaled $ 6.48billion . \n",
"9 100 in after - hours trade . - jim jelter ; \n",
"10 rests endoftitle san diego and new york , july num_10_100 , n \n",
"11 d as part of ariosa 's harmony tm non - invasive prenatal tes \n",
"12 mxl584 full - spectrum capture tm ( fsctm ) satellite receive \n",
"13 ull - spectrum capturetm ( fsc tm ) satellite receiver for a \n",
"14 um_10_100 % increase yoy in 1q fy14 . the metric increased nu \n",
"15 ellite full - spectrum capture tm receiver for \" octopus \" ei \n",
"16 mxl584 full - spectrum capture tm ( fsctm ) satellite receive \n",
"17 ull - spectrum capturetm ( fsc tm ) satellite receiver for a \n",
"18 buy ) . why the upgrade ? aig has been witnessing rising ear \n",
"19 its common stock by world ship holding ltd . endoftitle hamil \n",
"20 cipal shareholder , world ship holding ltd . ( \" world shipho \n",
"21 ipholding ltd . ( \" world ship holding \" ) . the closing incl \n",
"22 ter - hours trading . revenues revenues ( excluding the forei \n",
"23 ucture for midmarket customers vmware nsx now availa updated \n",
"24 india * announces amitabh bach chan as the program ambassador \n",
"25 le danielle abril staff writer - dallas business journal emai \n",
"26 e advisors , parents and grand parents about 529s endoftitle \n",
"27 lp advisors better serve grand parents ( scholars - / grandpa \n",
"28 ndparents ( scholars - / grand parents ) . in addition , the \n",
"29 eport , num_1000_1000000 grand parents and num_100_1000 plans \n",
".. ... \n",
"58 r the publication noticed wave group 's [ ... ] image credit \n",
"59 and ensure an environmentally - and \n",
"60 ibution partnership with solar max endoftitle melbourne , aus \n",
"61 travis gavinski of divas snow gear were invited to be paneli \n",
"62 the first phase of the al maid an falaj renovation project , \n",
"63 ng community , \" said david to one , principal of pinpoint co \n",
"64 captain morgan keel hauled by asa over facebook ad \n",
"65 the first phase of the al maid an falaj renovation project , \n",
"66 that said \" the staff of wave group became the full time sou \n",
"67 cult following for its ' shack burgers ' , ' flat - top ' hot \n",
"68 use the websites and jpmorgan online and the apps chasemobil \n",
"69 organonline and the apps chase mobile and jpmorgan mobile wer \n",
"70 banks that oversaw its record - breaking initial public offe \n",
"71 agement solution , intelligent home . twc plans to use synchr \n",
"72 wednesday on speculation that apple 's new ipad devices \n",
"73 facebook hires wave group sound engineers endoftit \n",
"74 venturebeat that many of wave group 's former employees had \n",
"75 le phil w. hudson staff writer - atlanta business chronicle e \n",
"76 ng a euro issue . hsbc has usd 16bn worth of tier num_1_10 ca \n",
"77 tal outstanding , of which usd 14bn is eligible for grandfath \n",
"78 ng a euro issue . hsbc has usd 16bn worth of ... ( continue r \n",
"79 withdrawing its international arbitration filingagainst the \n",
"80 nternationalarbitration filing against the indonesian governm \n",
"81 olks at gigaom noticed a trace route of a netflix signal to a \n",
"82 us air strikes in syria targeted a fr \n",
"83 cult following for its ' shack burgers ' , ' flat - top ' hot \n",
"84 ... published by : hedge funds | yahoo - private equity & hed \n",
"85 more ... published by : europe | the moscow times business - \n",
"86 hed by : asian capital markets | south china morning post : - \n",
"87 ster facebooks growth in india facebook will benefit as much \n",
"\n",
"[88 rows x 2 columns]"
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" <td>sports . the traditional showgrounds at the aachen soers wi</td>\n",
" <td>sports . the traditional show grounds at the aachen soers wi</td>\n",
" </tr>\n",
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" <th>1</th>\n",
" <td>icates , series 2015-sshp ( cgcmt 2015-sshp ) endoftitle inf</td>\n",
" <td>icates , series 2015-sshp ( cg cmt 2015-sshp ) endoftitle inf</td>\n",
" </tr>\n",
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" <th>2</th>\n",
" <td>te enterprise - dubbed bmo skyway - was recognized as the in</td>\n",
" <td>te enterprise - dubbed bmo sky way - was recognized as the in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>keep business customers happy- f5 networks ( nasdaq : ffiv</td>\n",
" <td>keep business customers happy - f5 networks ( nasdaq : ffiv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>g on american eagle outfittersaeo , and raised the price tar</td>\n",
" <td>g on american eagle outfitters aeo , and raised the price tar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>records num_1_10 % hike in q3fy14 sales endoftitle nyse lis</td>\n",
" <td>records num_1_10 % hike in q3 fy14 sales endoftitle nyse lis</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>vhc , swir , crus , tqnt , rfmd ) endoftitle we looked at t</td>\n",
" <td>vhc , swir , crus , tqnt , rf md ) endoftitle we looked at t</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>company to be named wuxi nextcode genomics . the company no</td>\n",
" <td>company to be named wuxi next code genomics . the company no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>s literally using malcolm gladwell 's book , david and golia</td>\n",
" <td>s literally using malcolm glad well 's book , david and golia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>pany has num_1000_1000000 fulltime workers and num_1000_1000</td>\n",
" <td>pany has num_1000_1000000 full time workers and num_1000_1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>john burr editor - in - chief- jacksonville business journa</td>\n",
" <td>john burr editor - in - chief - jacksonville business journa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>utions from centurylink , firehost , and verizon endoftitle</td>\n",
" <td>utions from centurylink , fire host , and verizon endoftitle</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>utions from centurylink , firehost , and verizon infrastruct</td>\n",
" <td>utions from centurylink , fire host , and verizon infrastruct</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>_1000000 in a private offeringthat is exempt from the regist</td>\n",
" <td>_1000000 in a private offering that is exempt from the regist</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>_100_1000 percent higher clickthrough rate and num_10_100 pe</td>\n",
" <td>_100_1000 percent higher click through rate and num_10_100 pe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>on of fuel sold at local exxon- and mobil - branded stations</td>\n",
" <td>on of fuel sold at local exxon - and mobil - branded stations</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>ers , who supply fuel to exxon- and mobil - branded services</td>\n",
" <td>ers , who supply fuel to exxon - and mobil - branded services</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>ticals company closes its avonmouth plant in two years ' tim</td>\n",
" <td>ticals company closes its avon mouth plant in two years ' tim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>thousands of jobs in the avonmouth and severnside</td>\n",
" <td>thousands of jobs in the avon mouth and severnside</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>nt and t - mobile as the underdogs , the divide between the</td>\n",
" <td>nt and t - mobile as the under dogs , the divide between the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>ese golfing legend liang wen -chong , the only two players t</td>\n",
" <td>ese golfing legend liang wen - chong , the only two players t</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>ewsedge ) oct . num_10_100 - -raytheon co . , parent of tucs</td>\n",
" <td>ewsedge ) oct . num_10_100 - - raytheon co . , parent of tucs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>in early market trading afterceo elonmusk fired back on twi</td>\n",
" <td>in early market trading after ceo elonmusk fired back on twi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>y market trading afterceo elonmusk fired back on twitter ear</td>\n",
" <td>y market trading afterceo elon musk fired back on twitter ear</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>and social engagement manager- atlanta business chronicle u</td>\n",
" <td>and social engagement manager - atlanta business chronicle u</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>ruled monday , upholding lower- and appellate - court decisi</td>\n",
" <td>ruled monday , upholding lower - and appellate - court decisi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>00000 __time__ written by newseditor published in banks read</td>\n",
" <td>00000 __time__ written by news editor published in banks read</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>nike opens up women's - only store with fitness s</td>\n",
" <td>nike opens up women 's - only store with fitness s</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>. endoftitle written by worldcity staff on num_1_10 decembe</td>\n",
" <td>. endoftitle written by world city staff on num_1_10 decembe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>- the chestnut praline latte -giving the pumpkin spice latte</td>\n",
" <td>- the chestnut praline latte - giving the pumpkin spice latte</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>s leased to affiliates of carespring health care management</td>\n",
" <td>s leased to affiliates of care spring health care management</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>cebook twitter linkedin googleplus more more + email tumblr</td>\n",
" <td>cebook twitter linkedin google plus more more + email tumblr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>ding company inc . ( nasd : mgam ) in the s&amp;p smallcap num_1</td>\n",
" <td>ding company inc . ( nasd : mg am ) in the s&amp;p smallcap num_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>van romburgh digital producer- san francisco business times</td>\n",
" <td>van romburgh digital producer - san francisco business times</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>s leased to affiliates of carespring health care management</td>\n",
" <td>s leased to affiliates of care spring health care management</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>se ) - five tips for a # jollyholiday campaign dallas ( nov</td>\n",
" <td>se ) - five tips for a # jolly holiday campaign dallas ( nov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>onto 's top employers by mediacorp canada inc . , the publis</td>\n",
" <td>onto 's top employers by media corp canada inc . , the publis</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>le mark reilly managing editor- minneapolis / st . paul busi</td>\n",
" <td>le mark reilly managing editor - minneapolis / st . paul busi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>7b quest , nike opens a women's - only retail store endofti</td>\n",
" <td>7b quest , nike opens a women 's - only retail store endofti</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>ny plans to open another women's - only store this month in</td>\n",
" <td>ny plans to open another women 's - only store this month in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>the mp for liverpool for wavertree . if the remarks had been</td>\n",
" <td>the mp for liverpool for waver tree . if the remarks had been</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>tel on thursday . getty imagesvisitors get pics following to</td>\n",
" <td>tel on thursday . getty images visitors get pics following to</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>ical order ] ebara corporation- excellent performance in cmp</td>\n",
" <td>ical order ] ebara corporation - excellent performance in cmp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>fujifilm electronic materials- excellent performance in cmp</td>\n",
" <td>fujifilm electronic materials - excellent performance in cmp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>on mining &amp; metals corporation- excellent performance in met</td>\n",
" <td>on mining &amp; metals corporation - excellent performance in met</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>plex , located at the southernmost tip of isle of wight , ha</td>\n",
" <td>plex , located at the southern most tip of isle of wight , ha</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>qcom ) agreed to buy uk basedcambridge silicon radio ( csr</td>\n",
" <td>qcom ) agreed to buy uk based cambridge silicon radio ( csr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>ol from sources such as switchgrass , wood chips and agricul</td>\n",
" <td>ol from sources such as switch grass , wood chips and agricul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>broken up endoftitle john maxfield , the motley fool publis</td>\n",
" <td>broken up endoftitle john max field , the motley fool publis</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>ia valley solar ranch and ivanpah solar plant boosted operat</td>\n",
" <td>ia valley solar ranch and ivan pah solar plant boosted operat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>to acquire privately held carenow , which has num_10_100 urg</td>\n",
" <td>to acquire privately held care now , which has num_10_100 urg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>t by a pre - tax loss on earlyretirement of debt . drugstore</td>\n",
" <td>t by a pre - tax loss on early retirement of debt . drugstore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>lion , or num_10_100 cents pershare , in its third quarter ,</td>\n",
" <td>lion , or num_10_100 cents per share , in its third quarter ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>jan endoftitle business todaygeneral motors india on monday</td>\n",
" <td>jan endoftitle business today general motors india on monday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>comes to india with new visionthe flagship reinvents itselfg</td>\n",
" <td>comes to india with new vision the flagship reinvents itselfg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>nthe flagship reinvents itselfgoogle 's project ara : piece</td>\n",
" <td>nthe flagship reinvents itself google 's project ara : piece</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>: piece together your androidfrom the discomfort zone : dig</td>\n",
" <td>: piece together your android from the discomfort zone : dig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>justin sullivan / getty imagesfacebook founder mark zuckerbe</td>\n",
" <td>justin sullivan / getty images facebook founder mark zuckerbe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>data endoftitle times of indiawashington : sony entertainmen</td>\n",
" <td>data endoftitle times of india washington : sony entertainmen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>ftitle netflix seems to be forgetting the principles that go</td>\n",
" <td>ftitle netflix seems to be for getting the principles that go</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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" original \\\n",
"0 sports . the traditional showgrounds at the aachen soers wi \n",
"1 icates , series 2015-sshp ( cgcmt 2015-sshp ) endoftitle inf \n",
"2 te enterprise - dubbed bmo skyway - was recognized as the in \n",
"3 keep business customers happy- f5 networks ( nasdaq : ffiv \n",
"4 g on american eagle outfittersaeo , and raised the price tar \n",
"5 records num_1_10 % hike in q3fy14 sales endoftitle nyse lis \n",
"6 vhc , swir , crus , tqnt , rfmd ) endoftitle we looked at t \n",
"7 company to be named wuxi nextcode genomics . the company no \n",
"8 s literally using malcolm gladwell 's book , david and golia \n",
"9 pany has num_1000_1000000 fulltime workers and num_1000_1000 \n",
"10 john burr editor - in - chief- jacksonville business journa \n",
"11 utions from centurylink , firehost , and verizon endoftitle \n",
"12 utions from centurylink , firehost , and verizon infrastruct \n",
"13 _1000000 in a private offeringthat is exempt from the regist \n",
"14 _100_1000 percent higher clickthrough rate and num_10_100 pe \n",
"15 on of fuel sold at local exxon- and mobil - branded stations \n",
"16 ers , who supply fuel to exxon- and mobil - branded services \n",
"17 ticals company closes its avonmouth plant in two years ' tim \n",
"18 thousands of jobs in the avonmouth and severnside \n",
"19 nt and t - mobile as the underdogs , the divide between the \n",
"20 ese golfing legend liang wen -chong , the only two players t \n",
"21 ewsedge ) oct . num_10_100 - -raytheon co . , parent of tucs \n",
"22 in early market trading afterceo elonmusk fired back on twi \n",
"23 y market trading afterceo elonmusk fired back on twitter ear \n",
"24 and social engagement manager- atlanta business chronicle u \n",
"25 ruled monday , upholding lower- and appellate - court decisi \n",
"26 00000 __time__ written by newseditor published in banks read \n",
"27 nike opens up women's - only store with fitness s \n",
"28 . endoftitle written by worldcity staff on num_1_10 decembe \n",
"29 - the chestnut praline latte -giving the pumpkin spice latte \n",
".. ... \n",
"43 s leased to affiliates of carespring health care management \n",
"44 cebook twitter linkedin googleplus more more + email tumblr \n",
"45 ding company inc . ( nasd : mgam ) in the s&p smallcap num_1 \n",
"46 van romburgh digital producer- san francisco business times \n",
"47 s leased to affiliates of carespring health care management \n",
"48 se ) - five tips for a # jollyholiday campaign dallas ( nov \n",
"49 onto 's top employers by mediacorp canada inc . , the publis \n",
"50 le mark reilly managing editor- minneapolis / st . paul busi \n",
"51 7b quest , nike opens a women's - only retail store endofti \n",
"52 ny plans to open another women's - only store this month in \n",
"53 the mp for liverpool for wavertree . if the remarks had been \n",
"54 tel on thursday . getty imagesvisitors get pics following to \n",
"55 ical order ] ebara corporation- excellent performance in cmp \n",
"56 fujifilm electronic materials- excellent performance in cmp \n",
"57 on mining & metals corporation- excellent performance in met \n",
"58 plex , located at the southernmost tip of isle of wight , ha \n",
"59 qcom ) agreed to buy uk basedcambridge silicon radio ( csr \n",
"60 ol from sources such as switchgrass , wood chips and agricul \n",
"61 broken up endoftitle john maxfield , the motley fool publis \n",
"62 ia valley solar ranch and ivanpah solar plant boosted operat \n",
"63 to acquire privately held carenow , which has num_10_100 urg \n",
"64 t by a pre - tax loss on earlyretirement of debt . drugstore \n",
"65 lion , or num_10_100 cents pershare , in its third quarter , \n",
"66 jan endoftitle business todaygeneral motors india on monday \n",
"67 comes to india with new visionthe flagship reinvents itselfg \n",
"68 nthe flagship reinvents itselfgoogle 's project ara : piece \n",
"69 : piece together your androidfrom the discomfort zone : dig \n",
"70 justin sullivan / getty imagesfacebook founder mark zuckerbe \n",
"71 data endoftitle times of indiawashington : sony entertainmen \n",
"72 ftitle netflix seems to be forgetting the principles that go \n",
"\n",
" split \n",
"0 sports . the traditional show grounds at the aachen soers wi \n",
"1 icates , series 2015-sshp ( cg cmt 2015-sshp ) endoftitle inf \n",
"2 te enterprise - dubbed bmo sky way - was recognized as the in \n",
"3 keep business customers happy - f5 networks ( nasdaq : ffiv \n",
"4 g on american eagle outfitters aeo , and raised the price tar \n",
"5 records num_1_10 % hike in q3 fy14 sales endoftitle nyse lis \n",
"6 vhc , swir , crus , tqnt , rf md ) endoftitle we looked at t \n",
"7 company to be named wuxi next code genomics . the company no \n",
"8 s literally using malcolm glad well 's book , david and golia \n",
"9 pany has num_1000_1000000 full time workers and num_1000_1000 \n",
"10 john burr editor - in - chief - jacksonville business journa \n",
"11 utions from centurylink , fire host , and verizon endoftitle \n",
"12 utions from centurylink , fire host , and verizon infrastruct \n",
"13 _1000000 in a private offering that is exempt from the regist \n",
"14 _100_1000 percent higher click through rate and num_10_100 pe \n",
"15 on of fuel sold at local exxon - and mobil - branded stations \n",
"16 ers , who supply fuel to exxon - and mobil - branded services \n",
"17 ticals company closes its avon mouth plant in two years ' tim \n",
"18 thousands of jobs in the avon mouth and severnside \n",
"19 nt and t - mobile as the under dogs , the divide between the \n",
"20 ese golfing legend liang wen - chong , the only two players t \n",
"21 ewsedge ) oct . num_10_100 - - raytheon co . , parent of tucs \n",
"22 in early market trading after ceo elonmusk fired back on twi \n",
"23 y market trading afterceo elon musk fired back on twitter ear \n",
"24 and social engagement manager - atlanta business chronicle u \n",
"25 ruled monday , upholding lower - and appellate - court decisi \n",
"26 00000 __time__ written by news editor published in banks read \n",
"27 nike opens up women 's - only store with fitness s \n",
"28 . endoftitle written by world city staff on num_1_10 decembe \n",
"29 - the chestnut praline latte - giving the pumpkin spice latte \n",
".. ... \n",
"43 s leased to affiliates of care spring health care management \n",
"44 cebook twitter linkedin google plus more more + email tumblr \n",
"45 ding company inc . ( nasd : mg am ) in the s&p smallcap num_1 \n",
"46 van romburgh digital producer - san francisco business times \n",
"47 s leased to affiliates of care spring health care management \n",
"48 se ) - five tips for a # jolly holiday campaign dallas ( nov \n",
"49 onto 's top employers by media corp canada inc . , the publis \n",
"50 le mark reilly managing editor - minneapolis / st . paul busi \n",
"51 7b quest , nike opens a women 's - only retail store endofti \n",
"52 ny plans to open another women 's - only store this month in \n",
"53 the mp for liverpool for waver tree . if the remarks had been \n",
"54 tel on thursday . getty images visitors get pics following to \n",
"55 ical order ] ebara corporation - excellent performance in cmp \n",
"56 fujifilm electronic materials - excellent performance in cmp \n",
"57 on mining & metals corporation - excellent performance in met \n",
"58 plex , located at the southern most tip of isle of wight , ha \n",
"59 qcom ) agreed to buy uk based cambridge silicon radio ( csr \n",
"60 ol from sources such as switch grass , wood chips and agricul \n",
"61 broken up endoftitle john max field , the motley fool publis \n",
"62 ia valley solar ranch and ivan pah solar plant boosted operat \n",
"63 to acquire privately held care now , which has num_10_100 urg \n",
"64 t by a pre - tax loss on early retirement of debt . drugstore \n",
"65 lion , or num_10_100 cents per share , in its third quarter , \n",
"66 jan endoftitle business today general motors india on monday \n",
"67 comes to india with new vision the flagship reinvents itselfg \n",
"68 nthe flagship reinvents itself google 's project ara : piece \n",
"69 : piece together your android from the discomfort zone : dig \n",
"70 justin sullivan / getty images facebook founder mark zuckerbe \n",
"71 data endoftitle times of india washington : sony entertainmen \n",
"72 ftitle netflix seems to be for getting the principles that go \n",
"\n",
"[73 rows x 2 columns]"
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" <th>0</th>\n",
" <td>: the num_1000_1000000 tripletree iaward for connected heal</td>\n",
" <td>: the num_1000_1000000 triple tree iaward for connected heal</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>on of the rosalynn carter caregiving institute military care</td>\n",
" <td>on of the rosalynn carter care giving institute military care</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ceipts ( drivers ) of the j.p.morgan putters / drivers trust</td>\n",
" <td>ceipts ( drivers ) of the j.p. morgan putters / drivers trust</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ounder of bazaarvoice and coremetrics , and scott mcintosh ,</td>\n",
" <td>ounder of bazaarvoice and core metrics , and scott mcintosh ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>founder of bazaarvoice , coremetrics and hurt family invest</td>\n",
" <td>founder of bazaarvoice , core metrics and hurt family invest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>, announced an agreement withlos angeles - based solar deve</td>\n",
" <td>, announced an agreement with los angeles - based solar deve</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>adwp ) awarded to sunedison injuly num_1000_1000000 . the lo</td>\n",
" <td>adwp ) awarded to sunedison in july num_1000_1000000 . the lo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>plans to sell financial assetsusa todaygeneral electric ( ge</td>\n",
" <td>plans to sell financial assets usa todaygeneral electric ( ge</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>ent . charlotte motor speedwayis located in concord , nc</td>\n",
" <td>ent . charlotte motor speedway is located in concord , nc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>custodial receipts of the j.p.morgan putters / drivers serie</td>\n",
" <td>custodial receipts of the j.p. morgan putters / drivers serie</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>ork , but it 's not in a deathmatch with google - yet endoft</td>\n",
" <td>ork , but it 's not in a death match with google - yet endoft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>ngs below analysts ' forecastsreuters ... * company sees q1</td>\n",
" <td>ngs below analysts ' forecasts reuters ... * company sees q1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>uy ' from neutral , and raisedits 12-month stock price targe</td>\n",
" <td>uy ' from neutral , and raised its 12-month stock price targe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>ro hsbc bail in tax fraud case- source endoftitle a man leav</td>\n",
" <td>ro hsbc bail in tax fraud case - source endoftitle a man leav</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>ork , but it 's not in a deathmatch with google - yet endoft</td>\n",
" <td>ork , but it 's not in a death match with google - yet endoft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>cal year num_1000_1000000 ( 4qfy14 ) , ended december num_10</td>\n",
" <td>cal year num_1000_1000000 ( 4q fy14 ) , ended december num_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>m_1000_1000000 endoftitle mikewatson rt @nbtwt : facebook 's</td>\n",
" <td>m_1000_1000000 endoftitle mike watson rt @nbtwt : facebook 's</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>num_1_10 minutes ago nino thereg : facebook 's mobile ad bo</td>\n",
" <td>num_1_10 minutes ago nino the reg : facebook 's mobile ad bo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>00000 __time__ written by newseditor published in tech read</td>\n",
" <td>00000 __time__ written by news editor published in tech read</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>t dinner held at the waldorf -astoria . \" i know from my exp</td>\n",
" <td>t dinner held at the waldorf - astoria . \" i know from my exp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>ng endoftitle nike inc . ( nke- analyst report ) hit a 52-we</td>\n",
" <td>ng endoftitle nike inc . ( nke - analyst report ) hit a 52-we</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>nced it was named one of mediacorp canada inc . 's \" british</td>\n",
" <td>nced it was named one of media corp canada inc . 's \" british</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>ay 's super bowl xlix , socialcode , a facebook strategic pr</td>\n",
" <td>ay 's super bowl xlix , social code , a facebook strategic pr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>up brazil . findings by socialcode included : two - thirds o</td>\n",
" <td>up brazil . findings by social code included : two - thirds o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>title korri kezar staff writer- dallas business journal emai</td>\n",
" <td>title korri kezar staff writer - dallas business journal emai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>and therefore without facebook- num_1_10 billion of whom liv</td>\n",
" <td>and therefore without facebook - num_1_10 billion of whom liv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>ies , according to a new study[1 ] released recent from mcki</td>\n",
" <td>ies , according to a new study [1 ] released recent from mcki</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>a press conference at the planalto presidential palace in br</td>\n",
" <td>a press conference at the plan alto presidential palace in br</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>rketwatch endoftitle bloombergpetrobras to release audited e</td>\n",
" <td>rketwatch endoftitle bloomberg petrobras to release audited e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>s to avert a technical defaultfinancial timespetrobras to un</td>\n",
" <td>s to avert a technical default financial timespetrobras to un</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>re to read the story from fundweb the content you are trying</td>\n",
" <td>re to read the story from fund web the content you are trying</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>ion , when moments ago walmart- which reported better than e</td>\n",
" <td>ion , when moments ago walmart - which reported better than e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>ould win the top job at a freewheeling global investment ban</td>\n",
" <td>ould win the top job at a free wheeling global investment ban</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>cked out for a gong in a lighthearted social media award cer</td>\n",
" <td>cked out for a gong in a light hearted social media award cer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>um_100_1000 commemorative banknotes in hong kong , with thre</td>\n",
" <td>um_100_1000 commemorative bank notes in hong kong , with thre</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>the public can order the banknotes via the website or by co</td>\n",
" <td>the public can order the bank notes via the website or by co</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>d enterprise software purveyorlinkedin ( lnkd ) are down $ n</td>\n",
" <td>d enterprise software purveyor linkedin ( lnkd ) are down $ n</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>ndia endoftitle times of indianew delhi / berne : with a new</td>\n",
" <td>ndia endoftitle times of india new delhi / berne : with a new</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>ty assessment for project homestake merger corp . ( to be me</td>\n",
" <td>ty assessment for project home stake merger corp . ( to be me</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>re of num_1_10 to project homestake merger corp.'s$575 m _ %</td>\n",
" <td>re of num_1_10 to project home stake merger corp.'s$575 m _ %</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>tle investors are having flashbacks to num_1000_1000000 . th</td>\n",
" <td>tle investors are having flash backs to num_1000_1000000 . th</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>warns government of price hikeboeing warned of a price hike</td>\n",
" <td>warns government of price hike boeing warned of a price hike</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>ector helena egan hailed greenleaders as \" a fantastic initi</td>\n",
" <td>ector helena egan hailed green leaders as \" a fantastic initi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>main an attractive trade - efxnews endoftitle ( barcelona )</td>\n",
" <td>main an attractive trade - efx news endoftitle ( barcelona )</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>active trade , as noted by efxnews . key quotes \" with the u</td>\n",
" <td>active trade , as noted by efx news . key quotes \" with the u</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>k h ... read full article newsfactor network</td>\n",
" <td>k h ... read full article news factor network</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>on facebook 's mobile ad goldmine endoftitle today at its i</td>\n",
" <td>on facebook 's mobile ad gold mine endoftitle today at its i</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>brief - longmaster infotech in strategic a</td>\n",
" <td>brief - long master infotech in strategic a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>brief - longmaster infotech in strategic a</td>\n",
" <td>brief - long master infotech in strategic a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>ad endoftitle delhi daily newssandisk last week launched ixp</td>\n",
" <td>ad endoftitle delhi daily news sandisk last week launched ixp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>advisor endoftitle northamptonshire country park wins award</td>\n",
" <td>advisor endoftitle northampton shire country park wins award</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>. - &gt; read more at northamptonshire telegraph</td>\n",
" <td>. - &gt; read more at northampton shire telegraph</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>ssue hk$150 commemorative banknotes in order to celebrate it</td>\n",
" <td>ssue hk$150 commemorative bank notes in order to celebrate it</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>ht show and commemorative banknote endoftitle hsbc holdings</td>\n",
" <td>ht show and commemorative bank note endoftitle hsbc holdings</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>century when mumbai was bombay- and an erotic entrepot ...</td>\n",
" <td>century when mumbai was bombay - and an erotic entrepot ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>ork , but it 's not in a deathmatch with google - yet endoft</td>\n",
" <td>ork , but it 's not in a death match with google - yet endoft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>on't stand for that type of injustice in vermont . \" lees me</td>\n",
" <td>on't stand for that type of in justice in vermont . \" lees me</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>wing price fixing conviction -law360 endoftitle xxunk num_1000_1</td>\n",
" <td>wing price fixing conviction - law360 endoftitle xxunk num_1000_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>brief - longmaster infotech in strategic a</td>\n",
" <td>brief - long master infotech in strategic a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>e you pay less endoftitle wisemetrics optimizes facebook ad</td>\n",
" <td>e you pay less endoftitle wise metrics optimizes facebook ad</td>\n",
" </tr>\n",
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" original \\\n",
"0 : the num_1000_1000000 tripletree iaward for connected heal \n",
"1 on of the rosalynn carter caregiving institute military care \n",
"2 ceipts ( drivers ) of the j.p.morgan putters / drivers trust \n",
"3 ounder of bazaarvoice and coremetrics , and scott mcintosh , \n",
"4 founder of bazaarvoice , coremetrics and hurt family invest \n",
"5 , announced an agreement withlos angeles - based solar deve \n",
"6 adwp ) awarded to sunedison injuly num_1000_1000000 . the lo \n",
"7 plans to sell financial assetsusa todaygeneral electric ( ge \n",
"8 ent . charlotte motor speedwayis located in concord , nc \n",
"9 custodial receipts of the j.p.morgan putters / drivers serie \n",
"10 ork , but it 's not in a deathmatch with google - yet endoft \n",
"11 ngs below analysts ' forecastsreuters ... * company sees q1 \n",
"12 uy ' from neutral , and raisedits 12-month stock price targe \n",
"13 ro hsbc bail in tax fraud case- source endoftitle a man leav \n",
"14 ork , but it 's not in a deathmatch with google - yet endoft \n",
"15 cal year num_1000_1000000 ( 4qfy14 ) , ended december num_10 \n",
"16 m_1000_1000000 endoftitle mikewatson rt @nbtwt : facebook 's \n",
"17 num_1_10 minutes ago nino thereg : facebook 's mobile ad bo \n",
"18 00000 __time__ written by newseditor published in tech read \n",
"19 t dinner held at the waldorf -astoria . \" i know from my exp \n",
"20 ng endoftitle nike inc . ( nke- analyst report ) hit a 52-we \n",
"21 nced it was named one of mediacorp canada inc . 's \" british \n",
"22 ay 's super bowl xlix , socialcode , a facebook strategic pr \n",
"23 up brazil . findings by socialcode included : two - thirds o \n",
"24 title korri kezar staff writer- dallas business journal emai \n",
"25 and therefore without facebook- num_1_10 billion of whom liv \n",
"26 ies , according to a new study[1 ] released recent from mcki \n",
"27 a press conference at the planalto presidential palace in br \n",
"28 rketwatch endoftitle bloombergpetrobras to release audited e \n",
"29 s to avert a technical defaultfinancial timespetrobras to un \n",
".. ... \n",
"64 re to read the story from fundweb the content you are trying \n",
"65 ion , when moments ago walmart- which reported better than e \n",
"66 ould win the top job at a freewheeling global investment ban \n",
"67 cked out for a gong in a lighthearted social media award cer \n",
"68 um_100_1000 commemorative banknotes in hong kong , with thre \n",
"69 the public can order the banknotes via the website or by co \n",
"70 d enterprise software purveyorlinkedin ( lnkd ) are down $ n \n",
"71 ndia endoftitle times of indianew delhi / berne : with a new \n",
"72 ty assessment for project homestake merger corp . ( to be me \n",
"73 re of num_1_10 to project homestake merger corp.'s$575 m _ % \n",
"74 tle investors are having flashbacks to num_1000_1000000 . th \n",
"75 warns government of price hikeboeing warned of a price hike \n",
"76 ector helena egan hailed greenleaders as \" a fantastic initi \n",
"77 main an attractive trade - efxnews endoftitle ( barcelona ) \n",
"78 active trade , as noted by efxnews . key quotes \" with the u \n",
"79 k h ... read full article newsfactor network \n",
"80 on facebook 's mobile ad goldmine endoftitle today at its i \n",
"81 brief - longmaster infotech in strategic a \n",
"82 brief - longmaster infotech in strategic a \n",
"83 ad endoftitle delhi daily newssandisk last week launched ixp \n",
"84 advisor endoftitle northamptonshire country park wins award \n",
"85 . - > read more at northamptonshire telegraph \n",
"86 ssue hk$150 commemorative banknotes in order to celebrate it \n",
"87 ht show and commemorative banknote endoftitle hsbc holdings \n",
"88 century when mumbai was bombay- and an erotic entrepot ... \n",
"89 ork , but it 's not in a deathmatch with google - yet endoft \n",
"90 on't stand for that type of injustice in vermont . \" lees me \n",
"91 wing price fixing conviction -law360 endoftitle xxunk num_1000_1 \n",
"92 brief - longmaster infotech in strategic a \n",
"93 e you pay less endoftitle wisemetrics optimizes facebook ad \n",
"\n",
" split \n",
"0 : the num_1000_1000000 triple tree iaward for connected heal \n",
"1 on of the rosalynn carter care giving institute military care \n",
"2 ceipts ( drivers ) of the j.p. morgan putters / drivers trust \n",
"3 ounder of bazaarvoice and core metrics , and scott mcintosh , \n",
"4 founder of bazaarvoice , core metrics and hurt family invest \n",
"5 , announced an agreement with los angeles - based solar deve \n",
"6 adwp ) awarded to sunedison in july num_1000_1000000 . the lo \n",
"7 plans to sell financial assets usa todaygeneral electric ( ge \n",
"8 ent . charlotte motor speedway is located in concord , nc \n",
"9 custodial receipts of the j.p. morgan putters / drivers serie \n",
"10 ork , but it 's not in a death match with google - yet endoft \n",
"11 ngs below analysts ' forecasts reuters ... * company sees q1 \n",
"12 uy ' from neutral , and raised its 12-month stock price targe \n",
"13 ro hsbc bail in tax fraud case - source endoftitle a man leav \n",
"14 ork , but it 's not in a death match with google - yet endoft \n",
"15 cal year num_1000_1000000 ( 4q fy14 ) , ended december num_10 \n",
"16 m_1000_1000000 endoftitle mike watson rt @nbtwt : facebook 's \n",
"17 num_1_10 minutes ago nino the reg : facebook 's mobile ad bo \n",
"18 00000 __time__ written by news editor published in tech read \n",
"19 t dinner held at the waldorf - astoria . \" i know from my exp \n",
"20 ng endoftitle nike inc . ( nke - analyst report ) hit a 52-we \n",
"21 nced it was named one of media corp canada inc . 's \" british \n",
"22 ay 's super bowl xlix , social code , a facebook strategic pr \n",
"23 up brazil . findings by social code included : two - thirds o \n",
"24 title korri kezar staff writer - dallas business journal emai \n",
"25 and therefore without facebook - num_1_10 billion of whom liv \n",
"26 ies , according to a new study [1 ] released recent from mcki \n",
"27 a press conference at the plan alto presidential palace in br \n",
"28 rketwatch endoftitle bloomberg petrobras to release audited e \n",
"29 s to avert a technical default financial timespetrobras to un \n",
".. ... \n",
"64 re to read the story from fund web the content you are trying \n",
"65 ion , when moments ago walmart - which reported better than e \n",
"66 ould win the top job at a free wheeling global investment ban \n",
"67 cked out for a gong in a light hearted social media award cer \n",
"68 um_100_1000 commemorative bank notes in hong kong , with thre \n",
"69 the public can order the bank notes via the website or by co \n",
"70 d enterprise software purveyor linkedin ( lnkd ) are down $ n \n",
"71 ndia endoftitle times of india new delhi / berne : with a new \n",
"72 ty assessment for project home stake merger corp . ( to be me \n",
"73 re of num_1_10 to project home stake merger corp.'s$575 m _ % \n",
"74 tle investors are having flash backs to num_1000_1000000 . th \n",
"75 warns government of price hike boeing warned of a price hike \n",
"76 ector helena egan hailed green leaders as \" a fantastic initi \n",
"77 main an attractive trade - efx news endoftitle ( barcelona ) \n",
"78 active trade , as noted by efx news . key quotes \" with the u \n",
"79 k h ... read full article news factor network \n",
"80 on facebook 's mobile ad gold mine endoftitle today at its i \n",
"81 brief - long master infotech in strategic a \n",
"82 brief - long master infotech in strategic a \n",
"83 ad endoftitle delhi daily news sandisk last week launched ixp \n",
"84 advisor endoftitle northampton shire country park wins award \n",
"85 . - > read more at northampton shire telegraph \n",
"86 ssue hk$150 commemorative bank notes in order to celebrate it \n",
"87 ht show and commemorative bank note endoftitle hsbc holdings \n",
"88 century when mumbai was bombay - and an erotic entrepot ... \n",
"89 ork , but it 's not in a death match with google - yet endoft \n",
"90 on't stand for that type of in justice in vermont . \" lees me \n",
"91 wing price fixing conviction - law360 endoftitle xxunk num_1000_1 \n",
"92 brief - long master infotech in strategic a \n",
"93 e you pay less endoftitle wise metrics optimizes facebook ad \n",
"\n",
"[94 rows x 2 columns]"
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" <td>num_10_100 % national revenue$ num_1000_1000000 $ num_1000_</td>\n",
" <td>num_10_100 % national revenue $ num_1000_1000000 $ num_1000_</td>\n",
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" <th>1</th>\n",
" <td>d as platinum sponsors of robouniverse san diego , taking pl</td>\n",
" <td>d as platinum sponsors of robo universe san diego , taking pl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>g provider of automotive undercar repair and tire services ,</td>\n",
" <td>g provider of automotive under car repair and tire services ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>meltzer &amp; check , llp remindswayfair inc . ( \" wayfair \" or</td>\n",
" <td>meltzer &amp; check , llp reminds wayfair inc . ( \" wayfair \" or</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>co \" or \" company \" ) ( nasdaqcm : vdsi ) and several office</td>\n",
" <td>co \" or \" company \" ) ( nasdaq cm : vdsi ) and several office</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>onal government endoftitle jinhua , china , june num_10_100</td>\n",
" <td>onal government endoftitle jin hua , china , june num_10_100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>pin off its holding in alibaba- first midwest bancorp inc .</td>\n",
" <td>pin off its holding in alibaba - first midwest bancorp inc .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ficate of excellence and greenleaders silver awards endoftit</td>\n",
" <td>ficate of excellence and green leaders silver awards endoftit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>ficate of excellence and greenleaders silver awards hotel in</td>\n",
" <td>ficate of excellence and green leaders silver awards hotel in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>ficate of excellence and greenleaders silver awards endoftit</td>\n",
" <td>ficate of excellence and green leaders silver awards endoftit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>in a row as well as the greenleaders silver award . on top</td>\n",
" <td>in a row as well as the green leaders silver award . on top</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>um_100_1000 employers in mediacorp canada inc . 's annual su</td>\n",
" <td>um_100_1000 employers in media corp canada inc . 's annual su</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>ingement lawsuit against hyperbranch medical technology , in</td>\n",
" <td>ingement lawsuit against hyper branch medical technology , in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>rict of delaware against hyperbranch medical technology , in</td>\n",
" <td>rict of delaware against hyper branch medical technology , in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>the lawsuit alleges that hyperbranch 's adherus autospray du</td>\n",
" <td>the lawsuit alleges that hyper branch 's adherus autospray du</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>brands will love , and mcgarrybowen 's asteroid game endofti</td>\n",
" <td>brands will love , and mcgarry bowen 's asteroid game endofti</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>sing &amp; branding agency mcgarrybowen made a mobile game for v</td>\n",
" <td>sing &amp; branding agency mcgarry bowen made a mobile game for v</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>cles . new on adweek : mcgarrybowen 's life - saving mobile</td>\n",
" <td>cles . new on adweek : mcgarry bowen 's life - saving mobile</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>ing mobile game agency mcgarrybowen created a mobile game wi</td>\n",
" <td>ing mobile game agency mcgarry bowen created a mobile game wi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>00000 __time__ written by newseditor published in travel biz</td>\n",
" <td>00000 __time__ written by news editor published in travel biz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>equency control known as speedstep that we all know ( and lo</td>\n",
" <td>equency control known as speed step that we all know ( and lo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>an during the sixth annual thegrill media leadership confere</td>\n",
" <td>an during the sixth annual the grill media leadership confere</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>microsoft partner launches onewindow workplace to customize</td>\n",
" <td>microsoft partner launches one window workplace to customize</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>ice num_100_1000 , branded onewindow workplace , at the spte</td>\n",
" <td>ice num_100_1000 , branded one window workplace , at the spte</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>new york ( thestreet ) -- w .w. grainger shares closed trad</td>\n",
" <td>new york ( thestreet ) -- w . w. grainger shares closed trad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>0 , num_1000_1000000 phoenix -avnet electronics marketing ,</td>\n",
" <td>0 , num_1000_1000000 phoenix - avnet electronics marketing ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>keting , an operating group ofavnet , inc . , has been award</td>\n",
" <td>keting , an operating group of avnet , inc . , has been award</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>the entire world . tripadvisordisneyland celebrates its 60th</td>\n",
" <td>the entire world . tripadvisor disneyland celebrates its 60th</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>artphone security and ... ndtvintel ceo brian krzanich kicke</td>\n",
" <td>artphone security and ... ndtv intel ceo brian krzanich kicke</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>nasdaq endoftitle fox businessdollar tree ( dltr ) down on q</td>\n",
" <td>nasdaq endoftitle fox business dollar tree ( dltr ) down on q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>n sachs , will be joining j.p.morgan later this year as head</td>\n",
" <td>n sachs , will be joining j.p. morgan later this year as head</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>choice awards written by newseditor published in travel biz</td>\n",
" <td>choice awards written by news editor published in travel biz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>rp . polyone 's sheet and rollstock plant in granby , quebec</td>\n",
" <td>rp . polyone 's sheet and roll stock plant in granby , quebec</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>one factor bringin nvidia ( nvda ) stock down</td>\n",
" <td>one factor bring in nvidia ( nvda ) stock down</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>study sharks and rays that inhabit coral reefs around the w</td>\n",
" <td>study sharks and rays that in habit coral reefs around the w</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>doftitle astrazeneca plc ( azn- analyst report ) announced a</td>\n",
" <td>doftitle astrazeneca plc ( azn - analyst report ) announced a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>reen products through its justgreen and justclean programs .</td>\n",
" <td>reen products through its just green and justclean programs .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>through its justgreen and justclean programs . just energy a</td>\n",
" <td>through its justgreen and just clean programs . just energy a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>c to deliver keynote at globalplatform 's annual tee confere</td>\n",
" <td>c to deliver keynote at global platform 's annual tee confere</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>- num_10_100 this story globalplatform , the association whi</td>\n",
" <td>- num_10_100 this story global platform , the association whi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>ps endoftitle by shannon pettypiece , bloomberg news wednesd</td>\n",
" <td>ps endoftitle by shannon petty piece , bloomberg news wednesd</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>st computer science in schoolsusa todaysan francisco - micro</td>\n",
" <td>st computer science in schools usa todaysan francisco - micro</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>rs of one of the biggest cybercrimes in history to justice ,</td>\n",
" <td>rs of one of the biggest cyber crimes in history to justice ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>ying the claims . ( investmentnews ) click here to read the</td>\n",
" <td>ying the claims . ( investment news ) click here to read the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>award endoftitle advertisementtoyota 's mid - year structura</td>\n",
" <td>award endoftitle advertisement toyota 's mid - year structura</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>of controversial russian nicknames for ukrainians . mp ilya</td>\n",
" <td>of controversial russian nick names for ukrainians . mp ilya</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>va . - a midyear change to thetoyota prius c , a scaled - do</td>\n",
" <td>va . - a midyear change to the toyota prius c , a scaled - do</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>e of highway safety 's list oftop safety pickwinners . arlin</td>\n",
" <td>e of highway safety 's list of top safety pickwinners . arlin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>fety 's list oftop safety pickwinners . arlington , va . - a</td>\n",
" <td>fety 's list oftop safety pick winners . arlington , va . - a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>va . - a midyear change to thetoyota prius c , a scaled - do</td>\n",
" <td>va . - a midyear change to the toyota prius c , a scaled - do</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>1410/282155_logo1.jpg / accesstracking / accesstrackinglogse</td>\n",
" <td>1410/282155_logo1.jpg / access tracking / accesstrackinglogse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>ld holdings limited i from oilvoice headlines visit oilvoice</td>\n",
" <td>ld holdings limited i from oil voice headlines visit oilvoice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>m oilvoice headlines visit oilvoice headlines for more great</td>\n",
" <td>m oilvoice headlines visit oil voice headlines for more great</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>, the allentown , pennsylvania- based company reported $ num</td>\n",
" <td>, the allentown , pennsylvania - based company reported $ num</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>at her desk working at a typewriter . wells was a journalis</td>\n",
" <td>at her desk working at a type writer . wells was a journalis</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>wells was a journalist and newspa ...</td>\n",
" <td>wells was a journalist and new spa ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>. the award now appears on theaquarium 's tripadvisor page .</td>\n",
" <td>. the award now appears on the aquarium 's tripadvisor page .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>ficate of excellence and greenleaders silver awards endoftit</td>\n",
" <td>ficate of excellence and green leaders silver awards endoftit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>release tablets , in the u.s.allergan is the first company</td>\n",
" <td>release tablets , in the u.s. allergan is the first company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>ran grady burnett joins hackerrank as coo endoftitle hackerr</td>\n",
" <td>ran grady burnett joins hacker rank as coo endoftitle hackerr</td>\n",
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" original \\\n",
"0 num_10_100 % national revenue$ num_1000_1000000 $ num_1000_ \n",
"1 d as platinum sponsors of robouniverse san diego , taking pl \n",
"2 g provider of automotive undercar repair and tire services , \n",
"3 meltzer & check , llp remindswayfair inc . ( \" wayfair \" or \n",
"4 co \" or \" company \" ) ( nasdaqcm : vdsi ) and several office \n",
"5 onal government endoftitle jinhua , china , june num_10_100 \n",
"6 pin off its holding in alibaba- first midwest bancorp inc . \n",
"7 ficate of excellence and greenleaders silver awards endoftit \n",
"8 ficate of excellence and greenleaders silver awards hotel in \n",
"9 ficate of excellence and greenleaders silver awards endoftit \n",
"10 in a row as well as the greenleaders silver award . on top \n",
"11 um_100_1000 employers in mediacorp canada inc . 's annual su \n",
"12 ingement lawsuit against hyperbranch medical technology , in \n",
"13 rict of delaware against hyperbranch medical technology , in \n",
"14 the lawsuit alleges that hyperbranch 's adherus autospray du \n",
"15 brands will love , and mcgarrybowen 's asteroid game endofti \n",
"16 sing & branding agency mcgarrybowen made a mobile game for v \n",
"17 cles . new on adweek : mcgarrybowen 's life - saving mobile \n",
"18 ing mobile game agency mcgarrybowen created a mobile game wi \n",
"19 00000 __time__ written by newseditor published in travel biz \n",
"20 equency control known as speedstep that we all know ( and lo \n",
"21 an during the sixth annual thegrill media leadership confere \n",
"22 microsoft partner launches onewindow workplace to customize \n",
"23 ice num_100_1000 , branded onewindow workplace , at the spte \n",
"24 new york ( thestreet ) -- w .w. grainger shares closed trad \n",
"25 0 , num_1000_1000000 phoenix -avnet electronics marketing , \n",
"26 keting , an operating group ofavnet , inc . , has been award \n",
"27 the entire world . tripadvisordisneyland celebrates its 60th \n",
"28 artphone security and ... ndtvintel ceo brian krzanich kicke \n",
"29 nasdaq endoftitle fox businessdollar tree ( dltr ) down on q \n",
".. ... \n",
"55 n sachs , will be joining j.p.morgan later this year as head \n",
"56 choice awards written by newseditor published in travel biz \n",
"57 rp . polyone 's sheet and rollstock plant in granby , quebec \n",
"58 one factor bringin nvidia ( nvda ) stock down \n",
"59 study sharks and rays that inhabit coral reefs around the w \n",
"60 doftitle astrazeneca plc ( azn- analyst report ) announced a \n",
"61 reen products through its justgreen and justclean programs . \n",
"62 through its justgreen and justclean programs . just energy a \n",
"63 c to deliver keynote at globalplatform 's annual tee confere \n",
"64 - num_10_100 this story globalplatform , the association whi \n",
"65 ps endoftitle by shannon pettypiece , bloomberg news wednesd \n",
"66 st computer science in schoolsusa todaysan francisco - micro \n",
"67 rs of one of the biggest cybercrimes in history to justice , \n",
"68 ying the claims . ( investmentnews ) click here to read the \n",
"69 award endoftitle advertisementtoyota 's mid - year structura \n",
"70 of controversial russian nicknames for ukrainians . mp ilya \n",
"71 va . - a midyear change to thetoyota prius c , a scaled - do \n",
"72 e of highway safety 's list oftop safety pickwinners . arlin \n",
"73 fety 's list oftop safety pickwinners . arlington , va . - a \n",
"74 va . - a midyear change to thetoyota prius c , a scaled - do \n",
"75 1410/282155_logo1.jpg / accesstracking / accesstrackinglogse \n",
"76 ld holdings limited i from oilvoice headlines visit oilvoice \n",
"77 m oilvoice headlines visit oilvoice headlines for more great \n",
"78 , the allentown , pennsylvania- based company reported $ num \n",
"79 at her desk working at a typewriter . wells was a journalis \n",
"80 wells was a journalist and newspa ... \n",
"81 . the award now appears on theaquarium 's tripadvisor page . \n",
"82 ficate of excellence and greenleaders silver awards endoftit \n",
"83 release tablets , in the u.s.allergan is the first company \n",
"84 ran grady burnett joins hackerrank as coo endoftitle hackerr \n",
"\n",
" split \n",
"0 num_10_100 % national revenue $ num_1000_1000000 $ num_1000_ \n",
"1 d as platinum sponsors of robo universe san diego , taking pl \n",
"2 g provider of automotive under car repair and tire services , \n",
"3 meltzer & check , llp reminds wayfair inc . ( \" wayfair \" or \n",
"4 co \" or \" company \" ) ( nasdaq cm : vdsi ) and several office \n",
"5 onal government endoftitle jin hua , china , june num_10_100 \n",
"6 pin off its holding in alibaba - first midwest bancorp inc . \n",
"7 ficate of excellence and green leaders silver awards endoftit \n",
"8 ficate of excellence and green leaders silver awards hotel in \n",
"9 ficate of excellence and green leaders silver awards endoftit \n",
"10 in a row as well as the green leaders silver award . on top \n",
"11 um_100_1000 employers in media corp canada inc . 's annual su \n",
"12 ingement lawsuit against hyper branch medical technology , in \n",
"13 rict of delaware against hyper branch medical technology , in \n",
"14 the lawsuit alleges that hyper branch 's adherus autospray du \n",
"15 brands will love , and mcgarry bowen 's asteroid game endofti \n",
"16 sing & branding agency mcgarry bowen made a mobile game for v \n",
"17 cles . new on adweek : mcgarry bowen 's life - saving mobile \n",
"18 ing mobile game agency mcgarry bowen created a mobile game wi \n",
"19 00000 __time__ written by news editor published in travel biz \n",
"20 equency control known as speed step that we all know ( and lo \n",
"21 an during the sixth annual the grill media leadership confere \n",
"22 microsoft partner launches one window workplace to customize \n",
"23 ice num_100_1000 , branded one window workplace , at the spte \n",
"24 new york ( thestreet ) -- w . w. grainger shares closed trad \n",
"25 0 , num_1000_1000000 phoenix - avnet electronics marketing , \n",
"26 keting , an operating group of avnet , inc . , has been award \n",
"27 the entire world . tripadvisor disneyland celebrates its 60th \n",
"28 artphone security and ... ndtv intel ceo brian krzanich kicke \n",
"29 nasdaq endoftitle fox business dollar tree ( dltr ) down on q \n",
".. ... \n",
"55 n sachs , will be joining j.p. morgan later this year as head \n",
"56 choice awards written by news editor published in travel biz \n",
"57 rp . polyone 's sheet and roll stock plant in granby , quebec \n",
"58 one factor bring in nvidia ( nvda ) stock down \n",
"59 study sharks and rays that in habit coral reefs around the w \n",
"60 doftitle astrazeneca plc ( azn - analyst report ) announced a \n",
"61 reen products through its just green and justclean programs . \n",
"62 through its justgreen and just clean programs . just energy a \n",
"63 c to deliver keynote at global platform 's annual tee confere \n",
"64 - num_10_100 this story global platform , the association whi \n",
"65 ps endoftitle by shannon petty piece , bloomberg news wednesd \n",
"66 st computer science in schools usa todaysan francisco - micro \n",
"67 rs of one of the biggest cyber crimes in history to justice , \n",
"68 ying the claims . ( investment news ) click here to read the \n",
"69 award endoftitle advertisement toyota 's mid - year structura \n",
"70 of controversial russian nick names for ukrainians . mp ilya \n",
"71 va . - a midyear change to the toyota prius c , a scaled - do \n",
"72 e of highway safety 's list of top safety pickwinners . arlin \n",
"73 fety 's list oftop safety pick winners . arlington , va . - a \n",
"74 va . - a midyear change to the toyota prius c , a scaled - do \n",
"75 1410/282155_logo1.jpg / access tracking / accesstrackinglogse \n",
"76 ld holdings limited i from oil voice headlines visit oilvoice \n",
"77 m oilvoice headlines visit oil voice headlines for more great \n",
"78 , the allentown , pennsylvania - based company reported $ num \n",
"79 at her desk working at a type writer . wells was a journalis \n",
"80 wells was a journalist and new spa ... \n",
"81 . the award now appears on the aquarium 's tripadvisor page . \n",
"82 ficate of excellence and green leaders silver awards endoftit \n",
"83 release tablets , in the u.s. allergan is the first company \n",
"84 ran grady burnett joins hacker rank as coo endoftitle hackerr \n",
"\n",
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" <td>ars and midsize suvs worldwide- westrock ( nyse : wrk ) , pr</td>\n",
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" <td>cturer broadcom limited ( avgo- analyst report ) recorded so</td>\n",
" <td>cturer broadcom limited ( avgo - analyst report ) recorded so</td>\n",
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" <td>12-month period , the easternmost region of dominican repub</td>\n",
" <td>12-month period , the eastern most region of dominican repub</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>doftitle facebook ipo facebookfacebook , named the best plac</td>\n",
" <td>doftitle facebook ipo facebook facebook , named the best plac</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>oftitle manchester united goalkeeper david de gea organised</td>\n",
" <td>oftitle manchester united goal keeper david de gea organised</td>\n",
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" <tr>\n",
" <th>6</th>\n",
" <td>endoftitle ( youtube / windowstube ) screenshot from the off</td>\n",
" <td>endoftitle ( youtube / windows tube ) screenshot from the off</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>p five on this year 's list ofthe num_10_100 best companies</td>\n",
" <td>p five on this year 's list of the num_10_100 best companies</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>htest . once you've passed theintense interview process at e</td>\n",
" <td>htest . once you've passed the intense interview process at e</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>chelgillett , business insiderif you're faced with the decis</td>\n",
" <td>chelgillett , business insider if you're faced with the decis</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>averse , entitled , and brainwashed into being boring , and</td>\n",
" <td>averse , entitled , and brain washed into being boring , and</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>acquired instagram , the photo- and video - sharing social n</td>\n",
" <td>acquired instagram , the photo - and video - sharing social n</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>t with the private equity firmgolden gate capital , a lender</td>\n",
" <td>t with the private equity firm golden gate capital , a lender</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>y north carolina leading whitewater rafting company earns pr</td>\n",
" <td>y north carolina leading white water rafting company earns pr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>manchester united goalkeeper david de gea accused of</td>\n",
" <td>manchester united goal keeper david de gea accused of</td>\n",
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" <tr>\n",
" <th>15</th>\n",
" <td>oftitle manchester united goalkeeper david de gea has report</td>\n",
" <td>oftitle manchester united goal keeper david de gea has report</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>tising formats and an improvedmobile app drove a sharp rise</td>\n",
" <td>tising formats and an improved mobile app drove a sharp rise</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>the past year , jpmorgan chasehas traded in a range of $ num</td>\n",
" <td>the past year , jpmorgan chase has traded in a range of $ num</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>00000 __time__ written by newseditor published in business r</td>\n",
" <td>00000 __time__ written by news editor published in business r</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>ng technology company ignitionone reveals the latest trends</td>\n",
" <td>ng technology company ignition one reveals the latest trends</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>endoftitle feb . num_1_10 - -columbia - based w.r. grace na</td>\n",
" <td>endoftitle feb . num_1_10 - - columbia - based w.r. grace na</td>\n",
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" <th>21</th>\n",
" <td>cedt bluffton , sc ( wtoc ) -several bluffton residents are</td>\n",
" <td>cedt bluffton , sc ( wtoc ) - several bluffton residents are</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>'s big beat ; gap cuts outlooknow watching related stories g</td>\n",
" <td>'s big beat ; gap cuts outlook now watching related stories g</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>to cut costs , autozone beatsyahoo finance why gap , inc .</td>\n",
" <td>to cut costs , autozone beats yahoo finance why gap , inc .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>dropped num_10_100 % in augustmotley fool autozone 's strong</td>\n",
" <td>dropped num_10_100 % in august motley fool autozone 's strong</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>en slips despite earnings beatyahoo finance lululemon sales</td>\n",
" <td>en slips despite earnings beat yahoo finance lululemon sales</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>s rise , gross margin declinesthe wall street journal num_1_</td>\n",
" <td>s rise , gross margin declines the wall street journal num_1_</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>, nexus num_1_10 and nexus 5x. the south korean company has</td>\n",
" <td>, nexus num_1_10 and nexus 5x . the south korean company has</td>\n",
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" <tr>\n",
" <th>28</th>\n",
" <td>hat sort of social media shorthand they use after the compan</td>\n",
" <td>hat sort of social media short hand they use after the compan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>e north carolina leading whitewater rafting company earns pr</td>\n",
" <td>e north carolina leading white water rafting company earns pr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>tle the polycom , inc . ( plcm- analyst report ) acquisition</td>\n",
" <td>tle the polycom , inc . ( plcm - analyst report ) acquisition</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>perations endoftitle timmins -goldcorp announced today that</td>\n",
" <td>perations endoftitle timmins - goldcorp announced today that</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>ies for hologic , inc . ( holx- analyst report ) in the bill</td>\n",
" <td>ies for hologic , inc . ( holx - analyst report ) in the bill</td>\n",
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" <tr>\n",
" <th>33</th>\n",
" <td>riginal equipment ( oe ) valvetrain and sealing range of pro</td>\n",
" <td>riginal equipment ( oe ) valve train and sealing range of pro</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>he expo . the company 's valvetrain offerings , recently acq</td>\n",
" <td>he expo . the company 's valve train offerings , recently acq</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>. the itunes decision , sightsound media tk v . apple , und</td>\n",
" <td>. the itunes decision , sight sound media tk v . apple , und</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>ource : boeing . boeing playedsecond fiddle toairbus last ye</td>\n",
" <td>ource : boeing . boeing played second fiddle toairbus last ye</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>t was owing to a slow start injanuary num_1000_1000000 -- a</td>\n",
" <td>t was owing to a slow start in january num_1000_1000000 -- a</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>a , a market that tim cook hassaid will eventually become ap</td>\n",
" <td>a , a market that tim cook has said will eventually become ap</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>tle canadian series \" the bookof negroes \" and \" do not trac</td>\n",
" <td>tle canadian series \" the book of negroes \" and \" do not trac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>ck \" have earned peabody awardnominations in the u.s. relate</td>\n",
" <td>ck \" have earned peabody award nominations in the u.s. relate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>_100 warplanes carried out airstrikes on num_10_100 targets</td>\n",
" <td>_100 warplanes carried out air strikes on num_10_100 targets</td>\n",
" </tr>\n",
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" <th>42</th>\n",
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"20 endoftitle feb . num_1_10 - - columbia - based w.r. grace na \n",
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"23 to cut costs , autozone beats yahoo finance why gap , inc . \n",
"24 dropped num_10_100 % in august motley fool autozone 's strong \n",
"25 en slips despite earnings beat yahoo finance lululemon sales \n",
"26 s rise , gross margin declines the wall street journal num_1_ \n",
"27 , nexus num_1_10 and nexus 5x . the south korean company has \n",
"28 hat sort of social media short hand they use after the compan \n",
"29 e north carolina leading white water rafting company earns pr \n",
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"31 perations endoftitle timmins - goldcorp announced today that \n",
"32 ies for hologic , inc . ( holx - analyst report ) in the bill \n",
"33 riginal equipment ( oe ) valve train and sealing range of pro \n",
"34 he expo . the company 's valve train offerings , recently acq \n",
"35 . the itunes decision , sight sound media tk v . apple , und \n",
"36 ource : boeing . boeing played second fiddle toairbus last ye \n",
"37 t was owing to a slow start in january num_1000_1000000 -- a \n",
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"39 tle canadian series \" the book of negroes \" and \" do not trac \n",
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"42 everal brands including keurig green mountain . the deal will \n",
"43 r num_10_100 years as a public company . photo : associated p \n",
"44 verizon 's ' free bee data ' allows partners to \n",
"45 erating data february february % change ytd ytd% change read \n",
"46 ruary february% change ytd ytd % change read more panama city "
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"28 quisition of brazil rival oi - valor endoftitle ( adds commen \n",
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" <td>nst ferrellgas partners , l.p.fgp num_1_10 % . investor loss</td>\n",
" <td>nst ferrellgas partners , l.p. fgp num_1_10 % . investor loss</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>nes to power inaugural collegefest travel show endoftitle bo</td>\n",
" <td>nes to power inaugural college fest travel show endoftitle bo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>n- ( business wire ) - studentuniverse , the world 's leadin</td>\n",
" <td>n- ( business wire ) - student universe , the world 's leadin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>o launch the inaugural collegefest travel show . the campus</td>\n",
" <td>o launch the inaugural college fest travel show . the campus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>s action lawsuit against adeptus health inc . and reminds in</td>\n",
" <td>s action lawsuit against adept us health inc . and reminds in</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>s action lawsuit against adeptus health inc . ( \" adeptus he</td>\n",
" <td>s action lawsuit against adept us health inc . ( \" adeptus he</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>adeptus health inc . ( \" adeptus health \" or the \" company \"</td>\n",
" <td>adeptus health inc . ( \" adept us health \" or the \" company \"</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>jections per year affirmed - -inclisiran demonstrated</td>\n",
" <td>jections per year affirmed - - inclisiran demonstrated</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>volcom and more share digitalfirst marketing tips at num_10</td>\n",
" <td>volcom and more share digital first marketing tips at num_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>traday stock chart heute : samstag num_1_10 dezember num_100</td>\n",
" <td>traday stock chart heute : sam stag num_1_10 dezember num_100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>- to - high single digit range- raises dividend by num_10_10</td>\n",
" <td>- to - high single digit range - raises dividend by num_10_10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>lier today by broadcom limitedavgo num_1_10 % , please note</td>\n",
" <td>lier today by broadcom limited avgo num_1_10 % , please note</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>00_1000000 - ( ) street toyotaof amarillo received the num_1</td>\n",
" <td>00_1000000 - ( ) street toyota of amarillo received the num_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>reserve estimate for its brucejack project , where construct</td>\n",
" <td>reserve estimate for its bruce jack project , where construct</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>enlink midstream partners , lpenlk 0.39% ( the master limite</td>\n",
" <td>enlink midstream partners , lp enlk 0.39% ( the master limite</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>donates thousands to scotlandville magnet and lee high to e</td>\n",
" <td>donates thousands to scotland ville magnet and lee high to e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>between summary and full textceo of alphabet inc ( nasdaq :</td>\n",
" <td>between summary and full text ceo of alphabet inc ( nasdaq :</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>num_100_1000 million in a much- anticipated initial public o</td>\n",
" <td>num_100_1000 million in a much - anticipated initial public o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>t ( ide ) &amp; downloadable smartapp to support creation of eve</td>\n",
" <td>t ( ide ) &amp; downloadable smart app to support creation of eve</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>costs endoftitle getty imagestoronto - dominion bank has be</td>\n",
" <td>costs endoftitle getty images toronto - dominion bank has be</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>in materials processing salesgrowth in core applications fr</td>\n",
" <td>in materials processing sales growth in core applications fr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>ndoftitle keycorp . , the bankholding company for keybank ,</td>\n",
" <td>ndoftitle keycorp . , the bank holding company for keybank ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>n ... more ballston wal - martis abandoning a controversial</td>\n",
" <td>n ... more ballston wal - mart is abandoning a controversial</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>doftitle cme group inc . ( cme- free report ) reported third</td>\n",
" <td>doftitle cme group inc . ( cme - free report ) reported third</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>e thestreet cut shares of hometrust bancshares inc . ( nasda</td>\n",
" <td>e thestreet cut shares of home trust bancshares inc . ( nasda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>ow : omega protein corporationshareholder rights law firm jo</td>\n",
" <td>ow : omega protein corporation shareholder rights law firm jo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>arsenal goalkeeper petr cech trolls estate</td>\n",
" <td>arsenal goal keeper petr cech trolls estate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>witter endoftitle arsenal goalkeeper , petr cech . by jack m</td>\n",
" <td>witter endoftitle arsenal goal keeper , petr cech . by jack m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>tr cech 's old home , the goalkeeper responded in quite bril</td>\n",
" <td>tr cech 's old home , the goal keeper responded in quite bril</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>ok to both overstate and understate some of the measurement</td>\n",
" <td>ok to both overstate and under state some of the measurement</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>ok to both overstate and understate some of the measurement</td>\n",
" <td>ok to both overstate and under state some of the measurement</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>controversialalgorithmic feed- no one can argue that the fa</td>\n",
" <td>controversialalgorithmic feed - no one can argue that the fa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>entity comprises the universalbank business for swiss</td>\n",
" <td>entity comprises the universal bank business for swiss</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>m_10_100 neg_num_0_1 mechanicsville , va . ( ap ) _ owens &amp;</td>\n",
" <td>m_10_100 neg_num_0_1 mechanics ville , va . ( ap ) _ owens &amp;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>10_100 million . the mechanicsville , virginia - based compa</td>\n",
" <td>10_100 million . the mechanics ville , virginia - based compa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>ture display technology . datafeed and uk data supplied by n</td>\n",
" <td>ture display technology . data feed and uk data supplied by n</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>to the community , the walmartat num_10_100 newtown road wil</td>\n",
" <td>to the community , the walmart at num_10_100 newtown road wil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>to be focused on this item . -you can pick up a ps4 num_100_</td>\n",
" <td>to be focused on this item . - you can pick up a ps4 num_100_</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>: technology , business &amp; lgbt+ inclusion \" : kevin dallas</td>\n",
" <td>: technology , business &amp; lgb t+ inclusion \" : kevin dallas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>: technology , business &amp; lgbt+ inclusion \" : kevin dallas ,</td>\n",
" <td>: technology , business &amp; lgbt + inclusion \" : kevin dallas ,</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>\" at thestreet endoftitle hometrust bancshares inc . ( nasda</td>\n",
" <td>\" at thestreet endoftitle home trust bancshares inc . ( nasda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>orm \" rating on shares of hometrust bancshares in a research</td>\n",
" <td>orm \" rating on shares of home trust bancshares in a research</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>eptember 22nd . shares of hometrust bancshares ( nasdaq : ht</td>\n",
" <td>eptember 22nd . shares of home trust bancshares ( nasdaq : ht</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>0 and q1 of num_1000_1000000 .taser international inc - orde</td>\n",
" <td>0 and q1 of num_1000_1000000 . taser international inc - orde</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>igher than expected sales thathelped boost the stock .</td>\n",
" <td>igher than expected sales that helped boost the stock .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>ndoftitle by : lauren kirkwooddaily record legal affairs wri</td>\n",
" <td>ndoftitle by : lauren kirkwood daily record legal affairs wri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>ly record legal affairs writernovember num_1_10 , num_1000_1</td>\n",
" <td>ly record legal affairs writer november num_1_10 , num_1000_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>ction cut . the pan - europeanstoxx num_100_1000 ( ^stoxx )</td>\n",
" <td>ction cut . the pan - european stoxx num_100_1000 ( ^stoxx )</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>and assets of sdn startup plumgrid endoftitle sdn startup pl</td>\n",
" <td>and assets of sdn startup plum grid endoftitle sdn startup pl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>id endoftitle sdn startup plumgrid has sold off some of its</td>\n",
" <td>id endoftitle sdn startup plum grid has sold off some of its</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>and container strategy . plumgrid will shut down , accordin</td>\n",
" <td>and container strategy . plum grid will shut down , accordin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>, mapfre middlesea plc , maltapost plc and fimbank plc . the</td>\n",
" <td>, mapfre middlesea plc , malta post plc and fimbank plc . the</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>n onplayerreadyvidible ( e ) !function ( e , i ) ( document.</td>\n",
" <td>n onplayerreadyvidible ( e ) ! function ( e , i ) ( document.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>a new r&amp;d facility in lawrenceville , new jersey . bms'us re</td>\n",
" <td>a new r&amp;d facility in lawrence ville , new jersey . bms'us re</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>mn by an employee , reports ayan pramanik . oftware major wi</td>\n",
" <td>mn by an employee , reports ay an pramanik . oftware major wi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>, noodles &amp; company in bridgeville stripped the store of it</td>\n",
" <td>, noodles &amp; company in bridge ville stripped the store of it</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>t ev is num_1000_1000000 motorweek drivers ' choice award -</td>\n",
" <td>t ev is num_1000_1000000 motor week drivers ' choice award -</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>tary j.s. deepak fold businessline in an interaction .</td>\n",
" <td>tary j.s. deepak fold business line in an interaction .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>hael flaherty and ankit ajmeramarch num_1_10 ( reuters ) - a</td>\n",
" <td>hael flaherty and ankit ajmera march num_1_10 ( reuters ) - a</td>\n",
" </tr>\n",
" </tbody>\n",
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" original \\\n",
"0 supreme industries , inc. ( \"supreme industries \" or the \" \n",
"1 nst ferrellgas partners , l.p.fgp num_1_10 % . investor loss \n",
"2 nes to power inaugural collegefest travel show endoftitle bo \n",
"3 n- ( business wire ) - studentuniverse , the world 's leadin \n",
"4 o launch the inaugural collegefest travel show . the campus \n",
"5 s action lawsuit against adeptus health inc . and reminds in \n",
"6 s action lawsuit against adeptus health inc . ( \" adeptus he \n",
"7 adeptus health inc . ( \" adeptus health \" or the \" company \" \n",
"8 jections per year affirmed - -inclisiran demonstrated \n",
"9 volcom and more share digitalfirst marketing tips at num_10 \n",
"10 traday stock chart heute : samstag num_1_10 dezember num_100 \n",
"11 - to - high single digit range- raises dividend by num_10_10 \n",
"12 lier today by broadcom limitedavgo num_1_10 % , please note \n",
"13 00_1000000 - ( ) street toyotaof amarillo received the num_1 \n",
"14 reserve estimate for its brucejack project , where construct \n",
"15 enlink midstream partners , lpenlk 0.39% ( the master limite \n",
"16 donates thousands to scotlandville magnet and lee high to e \n",
"17 between summary and full textceo of alphabet inc ( nasdaq : \n",
"18 num_100_1000 million in a much- anticipated initial public o \n",
"19 t ( ide ) & downloadable smartapp to support creation of eve \n",
"20 costs endoftitle getty imagestoronto - dominion bank has be \n",
"21 in materials processing salesgrowth in core applications fr \n",
"22 ndoftitle keycorp . , the bankholding company for keybank , \n",
"23 n ... more ballston wal - martis abandoning a controversial \n",
"24 doftitle cme group inc . ( cme- free report ) reported third \n",
"25 e thestreet cut shares of hometrust bancshares inc . ( nasda \n",
"26 ow : omega protein corporationshareholder rights law firm jo \n",
"27 arsenal goalkeeper petr cech trolls estate \n",
"28 witter endoftitle arsenal goalkeeper , petr cech . by jack m \n",
"29 tr cech 's old home , the goalkeeper responded in quite bril \n",
".. ... \n",
"33 ok to both overstate and understate some of the measurement \n",
"34 ok to both overstate and understate some of the measurement \n",
"35 controversialalgorithmic feed- no one can argue that the fa \n",
"36 entity comprises the universalbank business for swiss \n",
"37 m_10_100 neg_num_0_1 mechanicsville , va . ( ap ) _ owens & \n",
"38 10_100 million . the mechanicsville , virginia - based compa \n",
"39 ture display technology . datafeed and uk data supplied by n \n",
"40 to the community , the walmartat num_10_100 newtown road wil \n",
"41 to be focused on this item . -you can pick up a ps4 num_100_ \n",
"42 : technology , business & lgbt+ inclusion \" : kevin dallas \n",
"43 : technology , business & lgbt+ inclusion \" : kevin dallas , \n",
"44 \" at thestreet endoftitle hometrust bancshares inc . ( nasda \n",
"45 orm \" rating on shares of hometrust bancshares in a research \n",
"46 eptember 22nd . shares of hometrust bancshares ( nasdaq : ht \n",
"47 0 and q1 of num_1000_1000000 .taser international inc - orde \n",
"48 igher than expected sales thathelped boost the stock . \n",
"49 ndoftitle by : lauren kirkwooddaily record legal affairs wri \n",
"50 ly record legal affairs writernovember num_1_10 , num_1000_1 \n",
"51 ction cut . the pan - europeanstoxx num_100_1000 ( ^stoxx ) \n",
"52 and assets of sdn startup plumgrid endoftitle sdn startup pl \n",
"53 id endoftitle sdn startup plumgrid has sold off some of its \n",
"54 and container strategy . plumgrid will shut down , accordin \n",
"55 , mapfre middlesea plc , maltapost plc and fimbank plc . the \n",
"56 n onplayerreadyvidible ( e ) !function ( e , i ) ( document. \n",
"57 a new r&d facility in lawrenceville , new jersey . bms'us re \n",
"58 mn by an employee , reports ayan pramanik . oftware major wi \n",
"59 , noodles & company in bridgeville stripped the store of it \n",
"60 t ev is num_1000_1000000 motorweek drivers ' choice award - \n",
"61 tary j.s. deepak fold businessline in an interaction . \n",
"62 hael flaherty and ankit ajmeramarch num_1_10 ( reuters ) - a \n",
"\n",
" split \n",
"0 supreme industries , inc. ( \" supreme industries \" or the \" \n",
"1 nst ferrellgas partners , l.p. fgp num_1_10 % . investor loss \n",
"2 nes to power inaugural college fest travel show endoftitle bo \n",
"3 n- ( business wire ) - student universe , the world 's leadin \n",
"4 o launch the inaugural college fest travel show . the campus \n",
"5 s action lawsuit against adept us health inc . and reminds in \n",
"6 s action lawsuit against adept us health inc . ( \" adeptus he \n",
"7 adeptus health inc . ( \" adept us health \" or the \" company \" \n",
"8 jections per year affirmed - - inclisiran demonstrated \n",
"9 volcom and more share digital first marketing tips at num_10 \n",
"10 traday stock chart heute : sam stag num_1_10 dezember num_100 \n",
"11 - to - high single digit range - raises dividend by num_10_10 \n",
"12 lier today by broadcom limited avgo num_1_10 % , please note \n",
"13 00_1000000 - ( ) street toyota of amarillo received the num_1 \n",
"14 reserve estimate for its bruce jack project , where construct \n",
"15 enlink midstream partners , lp enlk 0.39% ( the master limite \n",
"16 donates thousands to scotland ville magnet and lee high to e \n",
"17 between summary and full text ceo of alphabet inc ( nasdaq : \n",
"18 num_100_1000 million in a much - anticipated initial public o \n",
"19 t ( ide ) & downloadable smart app to support creation of eve \n",
"20 costs endoftitle getty images toronto - dominion bank has be \n",
"21 in materials processing sales growth in core applications fr \n",
"22 ndoftitle keycorp . , the bank holding company for keybank , \n",
"23 n ... more ballston wal - mart is abandoning a controversial \n",
"24 doftitle cme group inc . ( cme - free report ) reported third \n",
"25 e thestreet cut shares of home trust bancshares inc . ( nasda \n",
"26 ow : omega protein corporation shareholder rights law firm jo \n",
"27 arsenal goal keeper petr cech trolls estate \n",
"28 witter endoftitle arsenal goal keeper , petr cech . by jack m \n",
"29 tr cech 's old home , the goal keeper responded in quite bril \n",
".. ... \n",
"33 ok to both overstate and under state some of the measurement \n",
"34 ok to both overstate and under state some of the measurement \n",
"35 controversialalgorithmic feed - no one can argue that the fa \n",
"36 entity comprises the universal bank business for swiss \n",
"37 m_10_100 neg_num_0_1 mechanics ville , va . ( ap ) _ owens & \n",
"38 10_100 million . the mechanics ville , virginia - based compa \n",
"39 ture display technology . data feed and uk data supplied by n \n",
"40 to the community , the walmart at num_10_100 newtown road wil \n",
"41 to be focused on this item . - you can pick up a ps4 num_100_ \n",
"42 : technology , business & lgb t+ inclusion \" : kevin dallas \n",
"43 : technology , business & lgbt + inclusion \" : kevin dallas , \n",
"44 \" at thestreet endoftitle home trust bancshares inc . ( nasda \n",
"45 orm \" rating on shares of home trust bancshares in a research \n",
"46 eptember 22nd . shares of home trust bancshares ( nasdaq : ht \n",
"47 0 and q1 of num_1000_1000000 . taser international inc - orde \n",
"48 igher than expected sales that helped boost the stock . \n",
"49 ndoftitle by : lauren kirkwood daily record legal affairs wri \n",
"50 ly record legal affairs writer november num_1_10 , num_1000_1 \n",
"51 ction cut . the pan - european stoxx num_100_1000 ( ^stoxx ) \n",
"52 and assets of sdn startup plum grid endoftitle sdn startup pl \n",
"53 id endoftitle sdn startup plum grid has sold off some of its \n",
"54 and container strategy . plum grid will shut down , accordin \n",
"55 , mapfre middlesea plc , malta post plc and fimbank plc . the \n",
"56 n onplayerreadyvidible ( e ) ! function ( e , i ) ( document. \n",
"57 a new r&d facility in lawrence ville , new jersey . bms'us re \n",
"58 mn by an employee , reports ay an pramanik . oftware major wi \n",
"59 , noodles & company in bridge ville stripped the store of it \n",
"60 t ev is num_1000_1000000 motor week drivers ' choice award - \n",
"61 tary j.s. deepak fold business line in an interaction . \n",
"62 hael flaherty and ankit ajmera march num_1_10 ( reuters ) - a \n",
"\n",
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" <td>tupsleadershipthe next economyback to the rootsfood / bevera</td>\n",
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" <td>title lausanne , switzerland -wednesday , march 1st num_1000</td>\n",
" <td>title lausanne , switzerland - wednesday , march 1st num_1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>m_10_100 million from snap ipochicago tribune snap ipo shows</td>\n",
" <td>m_10_100 million from snap ipo chicago tribune snap ipo shows</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>m_10_100 million from snap ipolos angeles times marketwatch</td>\n",
" <td>m_10_100 million from snap ipo los angeles times marketwatch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>rnize data production businesscontracts esri , harris corpor</td>\n",
" <td>rnize data production business contracts esri , harris corpor</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>busy airport and reducing overflight noise for millions of n</td>\n",
" <td>busy airport and reducing over flight noise for millions of n</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>media / images / us / personalmobility / maven/0121maven / g</td>\n",
" <td>media / images / us / personal mobility / maven/0121maven / g</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>o lead the india unit . ganesha notes that aries happens to</td>\n",
" <td>o lead the india unit . ganesh a notes that aries happens to</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>. pmi is committed to a smokefree future , where noncombust</td>\n",
" <td>. pmi is committed to a smoke free future , where noncombust</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>a smokefree future , where noncombustible alternatives repla</td>\n",
" <td>a smokefree future , where non combustible alternatives repla</td>\n",
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" <tr>\n",
" <th>11</th>\n",
" <td>c gold medals and team kellogg's - they're also both from th</td>\n",
" <td>c gold medals and team kellogg 's - they're also both from th</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>he sky blue dress , as seen onscreen . you may also like fas</td>\n",
" <td>he sky blue dress , as seen on screen . you may also like fas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>0 . reuters / kim kyung - hoonmore by jamie mcgeever london</td>\n",
" <td>0 . reuters / kim kyung - hoon more by jamie mcgeever london</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>000000 / prnewswire / -- grapecity , a component solution pr</td>\n",
" <td>000000 / prnewswire / -- grape city , a component solution pr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>rds are only a start | digitalnext endoftitle marc pritchard</td>\n",
" <td>rds are only a start | digital next endoftitle marc pritchard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>ion * spectrum brands holdings- co 's subsidiaries , spectru</td>\n",
" <td>ion * spectrum brands holdings - co 's subsidiaries , spectru</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>itle ( globe newswire ) -- alldata europe gmbh , an affiliat</td>\n",
" <td>itle ( globe newswire ) -- all data europe gmbh , an affiliat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>ope gmbh , an affiliate of alldata llc , the leading provide</td>\n",
" <td>ope gmbh , an affiliate of all data llc , the leading provide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>e and free people . new storesthe company continues with its</td>\n",
" <td>e and free people . new stores the company continues with its</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>software development firm busybusy endoftitle caterpillar ve</td>\n",
" <td>software development firm busy busy endoftitle caterpillar ve</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>a strategic investment in busybusy , a software development</td>\n",
" <td>a strategic investment in busy busy , a software development</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>atathe intrinsic value of tslapeter lynch chart</td>\n",
" <td>atathe intrinsic value of tsla peter lynch chart</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>and kenya endoftitle cape town- the boeing company continues</td>\n",
" <td>and kenya endoftitle cape town - the boeing company continues</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>k . dutch - based landal greenparks currently has num_10_100</td>\n",
" <td>k . dutch - based landal green parks currently has num_10_100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>related ron antonelli / gettythe nfl is investigating wheth</td>\n",
" <td>related ron antonelli / getty the nfl is investigating wheth</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>ustomized version of its fleetlocate fleet management system</td>\n",
" <td>ustomized version of its fleet locate fleet management system</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>t hearst tower , reported pagesix .</td>\n",
" <td>t hearst tower , reported page six .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>_1_10 for u.s. and canada goldstar ( individual ) , business</td>\n",
" <td>_1_10 for u.s. and canada gold star ( individual ) , business</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>nes to power inaugural collegefest travel show endoftitle st</td>\n",
" <td>nes to power inaugural college fest travel show endoftitle st</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>travel show endoftitle studentuniverse and the campus agency</td>\n",
" <td>travel show endoftitle student universe and the campus agency</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>d forces to launch the collegefest travel show , taking plac</td>\n",
" <td>d forces to launch the college fest travel show , taking plac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>ency woes ? endoftitle despiteseveral headwinds , mccormick</td>\n",
" <td>ency woes ? endoftitle despite several headwinds , mccormick</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>ount of 10-year senior notes .goodyear tire &amp; rubber co says</td>\n",
" <td>ount of 10-year senior notes . goodyear tire &amp; rubber co says</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>se research endoftitle mhealthwatch learned today that michi</td>\n",
" <td>se research endoftitle mhealth watch learned today that michi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>home depot kids workshop~ register now to build free b</td>\n",
" <td>home depot kids workshop ~ register now to build free b</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>y endoftitle - by bram de haasafter loading up on apple ( aa</td>\n",
" <td>y endoftitle - by bram de haas after loading up on apple ( aa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>ters ( num_10_100 miles ) from[ ... ]the post appeared first</td>\n",
" <td>ters ( num_10_100 miles ) from [ ... ]the post appeared first</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>num_10_100 miles ) from[ ... ]the post appeared first on cpa</td>\n",
" <td>num_10_100 miles ) from[ ... ] the post appeared first on cpa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>pct share repurchase program .methanex corp - will purchase</td>\n",
" <td>pct share repurchase program . methanex corp - will purchase</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>brief - alldata signs reseller agreement</td>\n",
" <td>brief - all data signs reseller agreement</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>ndoftitle autozone inc : * alldata europe gmbh - signed a re</td>\n",
" <td>ndoftitle autozone inc : * all data europe gmbh - signed a re</td>\n",
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"0 tupsleadershipthe next economyback to the rootsfood / bevera \n",
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"2 title lausanne , switzerland -wednesday , march 1st num_1000 \n",
"3 m_10_100 million from snap ipochicago tribune snap ipo shows \n",
"4 m_10_100 million from snap ipolos angeles times marketwatch \n",
"5 rnize data production businesscontracts esri , harris corpor \n",
"6 busy airport and reducing overflight noise for millions of n \n",
"7 media / images / us / personalmobility / maven/0121maven / g \n",
"8 o lead the india unit . ganesha notes that aries happens to \n",
"9 . pmi is committed to a smokefree future , where noncombust \n",
"10 a smokefree future , where noncombustible alternatives repla \n",
"11 c gold medals and team kellogg's - they're also both from th \n",
"12 he sky blue dress , as seen onscreen . you may also like fas \n",
"13 0 . reuters / kim kyung - hoonmore by jamie mcgeever london \n",
"14 000000 / prnewswire / -- grapecity , a component solution pr \n",
"15 rds are only a start | digitalnext endoftitle marc pritchard \n",
"16 ion * spectrum brands holdings- co 's subsidiaries , spectru \n",
"17 itle ( globe newswire ) -- alldata europe gmbh , an affiliat \n",
"18 ope gmbh , an affiliate of alldata llc , the leading provide \n",
"19 e and free people . new storesthe company continues with its \n",
"20 software development firm busybusy endoftitle caterpillar ve \n",
"21 a strategic investment in busybusy , a software development \n",
"22 atathe intrinsic value of tslapeter lynch chart \n",
"23 and kenya endoftitle cape town- the boeing company continues \n",
"24 k . dutch - based landal greenparks currently has num_10_100 \n",
"25 related ron antonelli / gettythe nfl is investigating wheth \n",
"26 ustomized version of its fleetlocate fleet management system \n",
"27 t hearst tower , reported pagesix . \n",
"28 _1_10 for u.s. and canada goldstar ( individual ) , business \n",
"29 nes to power inaugural collegefest travel show endoftitle st \n",
"30 travel show endoftitle studentuniverse and the campus agency \n",
"31 d forces to launch the collegefest travel show , taking plac \n",
"32 ency woes ? endoftitle despiteseveral headwinds , mccormick \n",
"33 ount of 10-year senior notes .goodyear tire & rubber co says \n",
"34 se research endoftitle mhealthwatch learned today that michi \n",
"35 home depot kids workshop~ register now to build free b \n",
"36 y endoftitle - by bram de haasafter loading up on apple ( aa \n",
"37 ters ( num_10_100 miles ) from[ ... ]the post appeared first \n",
"38 num_10_100 miles ) from[ ... ]the post appeared first on cpa \n",
"39 pct share repurchase program .methanex corp - will purchase \n",
"40 brief - alldata signs reseller agreement \n",
"41 ndoftitle autozone inc : * alldata europe gmbh - signed a re \n",
"\n",
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"3 m_10_100 million from snap ipo chicago tribune snap ipo shows \n",
"4 m_10_100 million from snap ipo los angeles times marketwatch \n",
"5 rnize data production business contracts esri , harris corpor \n",
"6 busy airport and reducing over flight noise for millions of n \n",
"7 media / images / us / personal mobility / maven/0121maven / g \n",
"8 o lead the india unit . ganesh a notes that aries happens to \n",
"9 . pmi is committed to a smoke free future , where noncombust \n",
"10 a smokefree future , where non combustible alternatives repla \n",
"11 c gold medals and team kellogg 's - they're also both from th \n",
"12 he sky blue dress , as seen on screen . you may also like fas \n",
"13 0 . reuters / kim kyung - hoon more by jamie mcgeever london \n",
"14 000000 / prnewswire / -- grape city , a component solution pr \n",
"15 rds are only a start | digital next endoftitle marc pritchard \n",
"16 ion * spectrum brands holdings - co 's subsidiaries , spectru \n",
"17 itle ( globe newswire ) -- all data europe gmbh , an affiliat \n",
"18 ope gmbh , an affiliate of all data llc , the leading provide \n",
"19 e and free people . new stores the company continues with its \n",
"20 software development firm busy busy endoftitle caterpillar ve \n",
"21 a strategic investment in busy busy , a software development \n",
"22 atathe intrinsic value of tsla peter lynch chart \n",
"23 and kenya endoftitle cape town - the boeing company continues \n",
"24 k . dutch - based landal green parks currently has num_10_100 \n",
"25 related ron antonelli / getty the nfl is investigating wheth \n",
"26 ustomized version of its fleet locate fleet management system \n",
"27 t hearst tower , reported page six . \n",
"28 _1_10 for u.s. and canada gold star ( individual ) , business \n",
"29 nes to power inaugural college fest travel show endoftitle st \n",
"30 travel show endoftitle student universe and the campus agency \n",
"31 d forces to launch the college fest travel show , taking plac \n",
"32 ency woes ? endoftitle despite several headwinds , mccormick \n",
"33 ount of 10-year senior notes . goodyear tire & rubber co says \n",
"34 se research endoftitle mhealth watch learned today that michi \n",
"35 home depot kids workshop ~ register now to build free b \n",
"36 y endoftitle - by bram de haas after loading up on apple ( aa \n",
"37 ters ( num_10_100 miles ) from [ ... ]the post appeared first \n",
"38 num_10_100 miles ) from[ ... ] the post appeared first on cpa \n",
"39 pct share repurchase program . methanex corp - will purchase \n",
"40 brief - all data signs reseller agreement \n",
"41 ndoftitle autozone inc : * all data europe gmbh - signed a re "
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" <td>ublic protest in the octagon - saturday , num_10_100 march nu</td>\n",
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" <td>t - year cbs series . with midseason legal drama doubt yanke</td>\n",
" <td>t - year cbs series . with mid season legal drama doubt yanke</td>\n",
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" <td>after num_1_10 episodes ; mid season cop drama training day</td>\n",
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" <td>sr ) today introduced its wave analyzer 100s compact optical</td>\n",
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" <th>6</th>\n",
" <td>r series a family and the waveanalyzer 1500s high resolution</td>\n",
" <td>r series a family and the wave analyzer 1500s high resolution</td>\n",
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" <tr>\n",
" <th>7</th>\n",
" <td>hdr capture to select devicesandroid police lightroom mobil</td>\n",
" <td>hdr capture to select devices android police lightroom mobil</td>\n",
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" <th>8</th>\n",
" <td>hdr capture on ios and androidtechcrunch adobe updates light</td>\n",
" <td>hdr capture on ios and android techcrunch adobe updates light</td>\n",
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" <th>9</th>\n",
" <td>with ' authentic hdr ' &amp; moreappleinsider ( press release )</td>\n",
" <td>with ' authentic hdr ' &amp; more appleinsider ( press release )</td>\n",
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" <th>10</th>\n",
" <td>k technology of avaya holdings- which is in chapter num_10_1</td>\n",
" <td>k technology of avaya holdings - which is in chapter num_10_1</td>\n",
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" <th>11</th>\n",
" <td>ed its start - up innovation -racemo , a two - seater , spor</td>\n",
" <td>ed its start - up innovation - racemo , a two - seater , spor</td>\n",
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" <tr>\n",
" <th>12</th>\n",
" <td>st videos , subscribe to motorbeam tata motors has finally r</td>\n",
" <td>st videos , subscribe to motor beam tata motors has finally r</td>\n",
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" <tr>\n",
" <th>13</th>\n",
" <td>yyar , melissa rauch , and mayim bialik .</td>\n",
" <td>yyar , melissa rauch , and may im bialik .</td>\n",
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" <th>14</th>\n",
" <td>s xxunk disney collections # suavepartner endoftitle disclosure</td>\n",
" <td>s xxunk disney collections # suave partner endoftitle disclosure</td>\n",
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" <tr>\n",
" <th>15</th>\n",
" <td>witter share on linkedin printlicense article brookfield ass</td>\n",
" <td>witter share on linkedin print license article brookfield ass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>on march num_10_100 , the livestrong foundation will host an</td>\n",
" <td>on march num_10_100 , the live strong foundation will host an</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>... ] [ published in nonprofitblogs - read the original arti</td>\n",
" <td>... ] [ published in nonprofit blogs - read the original arti</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>endoftitle from slate - moneybox a few things that happened</td>\n",
" <td>endoftitle from slate - money box a few things that happened</td>\n",
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" <th>19</th>\n",
" <td>uptcy again endoftitle barbarahudson writes : bloomberg is r</td>\n",
" <td>uptcy again endoftitle barbara hudson writes : bloomberg is r</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>rs including vauxhall and opelvauxhall employs num_1000_1000</td>\n",
" <td>rs including vauxhall and opel vauxhall employs num_1000_1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>many over num_10_100 factorieshave been fears psa could opt</td>\n",
" <td>many over num_10_100 factories have been fears psa could opt</td>\n",
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" <tr>\n",
" <th>22</th>\n",
" <td>s family of high - speed photodetectors . the 100ghz balance</td>\n",
" <td>s family of high - speed photo detectors . the 100ghz balance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>, which is in line with sportscars globally . the car was un</td>\n",
" <td>, which is in line with sports cars globally . the car was un</td>\n",
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" <th>24</th>\n",
" <td>its family of highspeed photodetectors . the 100ghz balance</td>\n",
" <td>its family of highspeed photo detectors . the 100ghz balance</td>\n",
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" <tr>\n",
" <th>25</th>\n",
" <td>s family of high - speed photodetectors . the 100ghz balance</td>\n",
" <td>s family of high - speed photo detectors . the 100ghz balance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>: announces plans for first -branded hotel in algeria ; reg</td>\n",
" <td>: announces plans for first - branded hotel in algeria ; reg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>s family of high - speed photodetectors . the 100ghz balance</td>\n",
" <td>s family of high - speed photo detectors . the 100ghz balance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>, which is in line with sportscars globally . the car was un</td>\n",
" <td>, which is in line with sports cars globally . the car was un</td>\n",
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" <tr>\n",
" <th>29</th>\n",
" <td>the underlying cause of cf- -concert to receive $ num_100_1</td>\n",
" <td>the underlying cause of cf- - concert to receive $ num_100_1</td>\n",
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" <th>...</th>\n",
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" <th>59</th>\n",
" <td>ftitle ( globenewswire ) - alldata europe gmbh , an affiliat</td>\n",
" <td>ftitle ( globenewswire ) - all data europe gmbh , an affiliat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>ope gmbh , an affiliate of alldata llc , the leading provide</td>\n",
" <td>ope gmbh , an affiliate of all data llc , the leading provide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>purpose only . ( file photo |reuters ) geneva : tata motors</td>\n",
" <td>purpose only . ( file photo | reuters ) geneva : tata motors</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>s lansing delta township plantit will lay off num_1000_10000</td>\n",
" <td>s lansing delta township plant it will lay off num_1000_10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>t which is located in michiganthe product made by that shift</td>\n",
" <td>t which is located in michigan the product made by that shift</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>an assembly plant in michigangeneral motors co .</td>\n",
" <td>an assembly plant in michigan general motors co .</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>endoftitle march num_1_10 - -gm to produce suv at tennessee</td>\n",
" <td>endoftitle march num_1_10 - - gm to produce suv at tennessee</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>_1000000 uefi seminar and plugfest in nanjing , china endoft</td>\n",
" <td>_1000000 uefi seminar and plug fest in nanjing , china endoft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>edin e - mail whatsapp relatedsome local news is curated - o</td>\n",
" <td>edin e - mail whatsapp related some local news is curated - o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>m endoftitle mr . peter blackmore of terraform reports broo</td>\n",
" <td>m endoftitle mr . peter black more of terraform reports broo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>p / file / karl - josef hildenbrand syrian refugee anas moda</td>\n",
" <td>p / file / karl - josef hilden brand syrian refugee anas moda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>sweeping the country right nowwere bringing back the jobs !</td>\n",
" <td>sweeping the country right now were bringing back the jobs !</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>veral of its customers in longford have experienced coverage</td>\n",
" <td>veral of its customers in long ford have experienced coverage</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>the tiago hatchback in the a+segment of our car market . th</td>\n",
" <td>the tiago hatchback in the a+ segment of our car market . th</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>st videos , subscribe to motorbeam tata motors has finally r</td>\n",
" <td>st videos , subscribe to motor beam tata motors has finally r</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>ompany comment ) by nick careydetroit , march num_1_10 ( reu</td>\n",
" <td>ompany comment ) by nick carey detroit , march num_1_10 ( reu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>s cfo mark mccollum resigned .mccollum is leaving company ef</td>\n",
" <td>s cfo mark mccollum resigned . mccollum is leaving company ef</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>endoftitle source : thinkstocklike other oilfield services c</td>\n",
" <td>endoftitle source : thinkstock like other oilfield services c</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>ftitle / prnewswire / -- grapecity , a component solution pr</td>\n",
" <td>ftitle / prnewswire / -- grape city , a component solution pr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>y in support of f-35 program .wesco aircraft holdings - deal</td>\n",
" <td>y in support of f-35 program . wesco aircraft holdings - deal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>t , quotes ) by agnieszka flakgeneva , march num_1_10 ( reut</td>\n",
" <td>t , quotes ) by agnieszka flak geneva , march num_1_10 ( reut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>sr ) today introduced its waveanalyzer 100s compact optical</td>\n",
" <td>sr ) today introduced its wave analyzer 100s compact optical</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>1_10 billion , reports leatherbiz . the deal , which will se</td>\n",
" <td>1_10 billion , reports leather biz . the deal , which will se</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>e perennial intermediate wheatgrass plant . its dense roots</td>\n",
" <td>e perennial intermediate wheat grass plant . its dense roots</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>stone . as per a recent fiercetelecom report , verizon has d</td>\n",
" <td>stone . as per a recent fierce telecom report , verizon has d</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>rom 9am - noon . get more freestuff here tweet</td>\n",
" <td>rom 9am - noon . get more free stuff here tweet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>d farm endoftitle by jo winterbottom ( reuters ) - a strain</td>\n",
" <td>d farm endoftitle by jo winter bottom ( reuters ) - a strain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>rom 9am - noon . get more freestuff here tweet</td>\n",
" <td>rom 9am - noon . get more free stuff here tweet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>r - denominated senior notes .announced pricing of its previ</td>\n",
" <td>r - denominated senior notes . announced pricing of its previ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>ina oceanwide holdings group .about num_10_100 percent of vo</td>\n",
" <td>ina oceanwide holdings group . about num_10_100 percent of vo</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>89 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" original \\\n",
"0 s family of high - speed photodetectors . the 100ghz balance \n",
"1 ublic protest in the octagon -saturday , num_10_100 march nu \n",
"2 t - year cbs series . with midseason legal drama doubt yanke \n",
"3 after num_1_10 episodes ; midseason cop drama training day \n",
"4 sr ) today introduced its waveanalyzer 100s compact optical \n",
"5 d and manufacturing . the waveanalyzer 100s , together with \n",
"6 r series a family and the waveanalyzer 1500s high resolution \n",
"7 hdr capture to select devicesandroid police lightroom mobil \n",
"8 hdr capture on ios and androidtechcrunch adobe updates light \n",
"9 with ' authentic hdr ' & moreappleinsider ( press release ) \n",
"10 k technology of avaya holdings- which is in chapter num_10_1 \n",
"11 ed its start - up innovation -racemo , a two - seater , spor \n",
"12 st videos , subscribe to motorbeam tata motors has finally r \n",
"13 yyar , melissa rauch , and mayim bialik . \n",
"14 s xxunk disney collections # suavepartner endoftitle disclosure \n",
"15 witter share on linkedin printlicense article brookfield ass \n",
"16 on march num_10_100 , the livestrong foundation will host an \n",
"17 ... ] [ published in nonprofitblogs - read the original arti \n",
"18 endoftitle from slate - moneybox a few things that happened \n",
"19 uptcy again endoftitle barbarahudson writes : bloomberg is r \n",
"20 rs including vauxhall and opelvauxhall employs num_1000_1000 \n",
"21 many over num_10_100 factorieshave been fears psa could opt \n",
"22 s family of high - speed photodetectors . the 100ghz balance \n",
"23 , which is in line with sportscars globally . the car was un \n",
"24 its family of highspeed photodetectors . the 100ghz balance \n",
"25 s family of high - speed photodetectors . the 100ghz balance \n",
"26 : announces plans for first -branded hotel in algeria ; reg \n",
"27 s family of high - speed photodetectors . the 100ghz balance \n",
"28 , which is in line with sportscars globally . the car was un \n",
"29 the underlying cause of cf- -concert to receive $ num_100_1 \n",
".. ... \n",
"59 ftitle ( globenewswire ) - alldata europe gmbh , an affiliat \n",
"60 ope gmbh , an affiliate of alldata llc , the leading provide \n",
"61 purpose only . ( file photo |reuters ) geneva : tata motors \n",
"62 s lansing delta township plantit will lay off num_1000_10000 \n",
"63 t which is located in michiganthe product made by that shift \n",
"64 an assembly plant in michigangeneral motors co . \n",
"65 endoftitle march num_1_10 - -gm to produce suv at tennessee \n",
"66 _1000000 uefi seminar and plugfest in nanjing , china endoft \n",
"67 edin e - mail whatsapp relatedsome local news is curated - o \n",
"68 m endoftitle mr . peter blackmore of terraform reports broo \n",
"69 p / file / karl - josef hildenbrand syrian refugee anas moda \n",
"70 sweeping the country right nowwere bringing back the jobs ! \n",
"71 veral of its customers in longford have experienced coverage \n",
"72 the tiago hatchback in the a+segment of our car market . th \n",
"73 st videos , subscribe to motorbeam tata motors has finally r \n",
"74 ompany comment ) by nick careydetroit , march num_1_10 ( reu \n",
"75 s cfo mark mccollum resigned .mccollum is leaving company ef \n",
"76 endoftitle source : thinkstocklike other oilfield services c \n",
"77 ftitle / prnewswire / -- grapecity , a component solution pr \n",
"78 y in support of f-35 program .wesco aircraft holdings - deal \n",
"79 t , quotes ) by agnieszka flakgeneva , march num_1_10 ( reut \n",
"80 sr ) today introduced its waveanalyzer 100s compact optical \n",
"81 1_10 billion , reports leatherbiz . the deal , which will se \n",
"82 e perennial intermediate wheatgrass plant . its dense roots \n",
"83 stone . as per a recent fiercetelecom report , verizon has d \n",
"84 rom 9am - noon . get more freestuff here tweet \n",
"85 d farm endoftitle by jo winterbottom ( reuters ) - a strain \n",
"86 rom 9am - noon . get more freestuff here tweet \n",
"87 r - denominated senior notes .announced pricing of its previ \n",
"88 ina oceanwide holdings group .about num_10_100 percent of vo \n",
"\n",
" split \n",
"0 s family of high - speed photo detectors . the 100ghz balance \n",
"1 ublic protest in the octagon - saturday , num_10_100 march nu \n",
"2 t - year cbs series . with mid season legal drama doubt yanke \n",
"3 after num_1_10 episodes ; mid season cop drama training day \n",
"4 sr ) today introduced its wave analyzer 100s compact optical \n",
"5 d and manufacturing . the wave analyzer 100s , together with \n",
"6 r series a family and the wave analyzer 1500s high resolution \n",
"7 hdr capture to select devices android police lightroom mobil \n",
"8 hdr capture on ios and android techcrunch adobe updates light \n",
"9 with ' authentic hdr ' & more appleinsider ( press release ) \n",
"10 k technology of avaya holdings - which is in chapter num_10_1 \n",
"11 ed its start - up innovation - racemo , a two - seater , spor \n",
"12 st videos , subscribe to motor beam tata motors has finally r \n",
"13 yyar , melissa rauch , and may im bialik . \n",
"14 s xxunk disney collections # suave partner endoftitle disclosure \n",
"15 witter share on linkedin print license article brookfield ass \n",
"16 on march num_10_100 , the live strong foundation will host an \n",
"17 ... ] [ published in nonprofit blogs - read the original arti \n",
"18 endoftitle from slate - money box a few things that happened \n",
"19 uptcy again endoftitle barbara hudson writes : bloomberg is r \n",
"20 rs including vauxhall and opel vauxhall employs num_1000_1000 \n",
"21 many over num_10_100 factories have been fears psa could opt \n",
"22 s family of high - speed photo detectors . the 100ghz balance \n",
"23 , which is in line with sports cars globally . the car was un \n",
"24 its family of highspeed photo detectors . the 100ghz balance \n",
"25 s family of high - speed photo detectors . the 100ghz balance \n",
"26 : announces plans for first - branded hotel in algeria ; reg \n",
"27 s family of high - speed photo detectors . the 100ghz balance \n",
"28 , which is in line with sports cars globally . the car was un \n",
"29 the underlying cause of cf- - concert to receive $ num_100_1 \n",
".. ... \n",
"59 ftitle ( globenewswire ) - all data europe gmbh , an affiliat \n",
"60 ope gmbh , an affiliate of all data llc , the leading provide \n",
"61 purpose only . ( file photo | reuters ) geneva : tata motors \n",
"62 s lansing delta township plant it will lay off num_1000_10000 \n",
"63 t which is located in michigan the product made by that shift \n",
"64 an assembly plant in michigan general motors co . \n",
"65 endoftitle march num_1_10 - - gm to produce suv at tennessee \n",
"66 _1000000 uefi seminar and plug fest in nanjing , china endoft \n",
"67 edin e - mail whatsapp related some local news is curated - o \n",
"68 m endoftitle mr . peter black more of terraform reports broo \n",
"69 p / file / karl - josef hilden brand syrian refugee anas moda \n",
"70 sweeping the country right now were bringing back the jobs ! \n",
"71 veral of its customers in long ford have experienced coverage \n",
"72 the tiago hatchback in the a+ segment of our car market . th \n",
"73 st videos , subscribe to motor beam tata motors has finally r \n",
"74 ompany comment ) by nick carey detroit , march num_1_10 ( reu \n",
"75 s cfo mark mccollum resigned . mccollum is leaving company ef \n",
"76 endoftitle source : thinkstock like other oilfield services c \n",
"77 ftitle / prnewswire / -- grape city , a component solution pr \n",
"78 y in support of f-35 program . wesco aircraft holdings - deal \n",
"79 t , quotes ) by agnieszka flak geneva , march num_1_10 ( reut \n",
"80 sr ) today introduced its wave analyzer 100s compact optical \n",
"81 1_10 billion , reports leather biz . the deal , which will se \n",
"82 e perennial intermediate wheat grass plant . its dense roots \n",
"83 stone . as per a recent fierce telecom report , verizon has d \n",
"84 rom 9am - noon . get more free stuff here tweet \n",
"85 d farm endoftitle by jo winter bottom ( reuters ) - a strain \n",
"86 rom 9am - noon . get more free stuff here tweet \n",
"87 r - denominated senior notes . announced pricing of its previ \n",
"88 ina oceanwide holdings group . about num_10_100 percent of vo \n",
"\n",
"[89 rows x 2 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.set_option('max_colwidth', 300)\n",
"\n",
"bs=2048\n",
"for i, chunk in enumerate(pd.read_json('/data/char-lm-fastai/train.jsonl', lines=True, chunksize=bs)):\n",
" if i > 10:\n",
" break\n",
" text = chunk['tokens']\n",
" display(pd.DataFrame(list(split_conjoined_words(text, fwd, bwd, vocab, word_vocab))))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
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"name": "ipython",
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