asahi417 commited on
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model update

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README.md ADDED
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+
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+ ---
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+ license: cc-by-4.0
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+ metrics:
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+ - bleu4
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+ - meteor
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+ - rouge-l
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+ - bertscore
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+ - moverscore
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+ language: en
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+ datasets:
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+ - lmqg/qg_tweetqa
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+ pipeline_tag: text2text-generation
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+ tags:
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+ - question answering
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+ widget:
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+ - text: "question: What is a person called is practicing heresy?, context: Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things."
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+ example_title: "Question Answering Example 1"
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+ - text: "question: who created the post as we know it today?, context: 'So much of The Post is Ben,' Mrs. Graham said in 1994, three years after Bradlee retired as editor. 'He created it as we know it today.'— Ed O'Keefe (@edatpost) October 21, 2014"
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+ example_title: "Question Answering Example 2"
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+ model-index:
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+ - name: lmqg/t5-large-tweetqa-qa
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+ results:
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+ - task:
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+ name: Text2text Generation
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+ type: text2text-generation
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+ dataset:
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+ name: lmqg/qg_tweetqa
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+ type: default
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+ args: default
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+ metrics:
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+ - name: BLEU4 (Question Answering)
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+ type: bleu4_question_answering
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+ value: 35.02
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+ - name: ROUGE-L (Question Answering)
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+ type: rouge_l_question_answering
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+ value: 64.13
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+ - name: METEOR (Question Answering)
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+ type: meteor_question_answering
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+ value: 36.5
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+ - name: BERTScore (Question Answering)
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+ type: bertscore_question_answering
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+ value: 94.8
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+ - name: MoverScore (Question Answering)
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+ type: moverscore_question_answering
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+ value: 80.79
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+ - name: AnswerF1Score (Question Answering)
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+ type: answer_f1_score__question_answering
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+ value: 71.1
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+ - name: AnswerExactMatch (Question Answering)
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+ type: answer_exact_match_question_answering
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+ value: 54.45
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+ ---
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+
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+ # Model Card of `lmqg/t5-large-tweetqa-qa`
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+ This model is fine-tuned version of [t5-large](https://huggingface.co/t5-large) for question answering task on the [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) (dataset_name: default) via [`lmqg`](https://github.com/asahi417/lm-question-generation).
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+
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+
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+ ### Overview
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+ - **Language model:** [t5-large](https://huggingface.co/t5-large)
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+ - **Language:** en
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+ - **Training data:** [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) (default)
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+ - **Online Demo:** [https://autoqg.net/](https://autoqg.net/)
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+ - **Repository:** [https://github.com/asahi417/lm-question-generation](https://github.com/asahi417/lm-question-generation)
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+ - **Paper:** [https://arxiv.org/abs/2210.03992](https://arxiv.org/abs/2210.03992)
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+
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+ ### Usage
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+ - With [`lmqg`](https://github.com/asahi417/lm-question-generation#lmqg-language-model-for-question-generation-)
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+ ```python
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+ from lmqg import TransformersQG
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+
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+ # initialize model
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+ model = TransformersQG(language="en", model="lmqg/t5-large-tweetqa-qa")
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+
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+ # model prediction
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+ answers = model.answer_q(list_question="What is a person called is practicing heresy?", list_context=" Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.")
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+
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+ ```
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+
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+ - With `transformers`
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+ ```python
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+ from transformers import pipeline
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+
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+ pipe = pipeline("text2text-generation", "lmqg/t5-large-tweetqa-qa")
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+ output = pipe("question: What is a person called is practicing heresy?, context: Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.")
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+
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+ ```
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+
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+ ## Evaluation
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+
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+
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+ - ***Metric (Question Answering)***: [raw metric file](https://huggingface.co/lmqg/t5-large-tweetqa-qa/raw/main/eval/metric.first.answer.paragraph_question.answer.lmqg_qg_tweetqa.default.json)
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+
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+ | | Score | Type | Dataset |
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+ |:-----------------|--------:|:--------|:-------------------------------------------------------------------|
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+ | AnswerExactMatch | 54.45 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | AnswerF1Score | 71.1 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | BERTScore | 94.8 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_1 | 58.53 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_2 | 49.65 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_3 | 41.43 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_4 | 35.02 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | METEOR | 36.5 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | MoverScore | 80.79 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | ROUGE_L | 64.13 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+
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+
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+
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+ ## Training hyperparameters
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+
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+ The following hyperparameters were used during fine-tuning:
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+ - dataset_path: lmqg/qg_tweetqa
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+ - dataset_name: default
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+ - input_types: ['paragraph_question']
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+ - output_types: ['answer']
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+ - prefix_types: None
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+ - model: t5-large
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+ - max_length: 512
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+ - max_length_output: 32
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+ - epoch: 6
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+ - batch: 16
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+ - lr: 5e-05
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+ - fp16: False
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+ - random_seed: 1
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+ - gradient_accumulation_steps: 4
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+ - label_smoothing: 0.15
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+
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+ The full configuration can be found at [fine-tuning config file](https://huggingface.co/lmqg/t5-large-tweetqa-qa/raw/main/trainer_config.json).
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+
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+ ## Citation
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+ ```
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+ @inproceedings{ushio-etal-2022-generative,
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+ title = "{G}enerative {L}anguage {M}odels for {P}aragraph-{L}evel {Q}uestion {G}eneration",
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+ author = "Ushio, Asahi and
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+ Alva-Manchego, Fernando and
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+ Camacho-Collados, Jose",
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+ booktitle = "Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing",
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+ month = dec,
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+ year = "2022",
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+ address = "Abu Dhabi, U.A.E.",
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+ publisher = "Association for Computational Linguistics",
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+ }
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+
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+ ```
config.json CHANGED
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  {
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- "_name_or_path": "lmqg_output/t5-large-tweetqa-qa/best_model",
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  "add_prefix": false,
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  "architectures": [
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  "T5ForConditionalGeneration"
 
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  {
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+ "_name_or_path": "lmqg_output/t5-large-tweetqa-qa/model_woixzh/epoch_2",
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  "add_prefix": false,
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  "architectures": [
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  "T5ForConditionalGeneration"
eval/metric.first.answer.paragraph_question.answer.lmqg_qg_tweetqa.default.json ADDED
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+ {"validation": {"Bleu_1": 0.6079710144925333, "Bleu_2": 0.5170143740772893, "Bleu_3": 0.41946982056522875, "Bleu_4": 0.3333142737622577, "METEOR": 0.3863761745796217, "ROUGE_L": 0.665399575928025, "BERTScore": 0.9488273331034469, "MoverScore": 0.818830658463719, "AnswerF1Score": 72.9123002985531, "AnswerExactMatch": 58.28729281767956}, "test": {"Bleu_1": 0.5852737570797403, "Bleu_2": 0.49654388610718897, "Bleu_3": 0.4142777169325766, "Bleu_4": 0.350199898627781, "METEOR": 0.36501349682211404, "ROUGE_L": 0.6412840978749815, "BERTScore": 0.948016997782865, "MoverScore": 0.8079088074520471, "AnswerF1Score": 71.1040333546567, "AnswerExactMatch": 54.447215295095596}}
eval/samples.test.hyp.paragraph_question.answer.lmqg_qg_tweetqa.default.txt ADDED
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+ 5 years in 5 seconds
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+ 5 years
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+ 5 seconds
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+ 5 years in 5 seconds
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+ southwest airlines
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+ aircraft have been removed from service for maintenance checks
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+ crying
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+ real tears
9
+ blank space
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+ taylor
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+ tomorrow
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+ 37500
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+ zach lowe
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+ straight face
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+ ebola
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+ before and after the flight
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+ 5%
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+ 25%
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+ ucshooting tragedy
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+ portland
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+ the washington post
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+ poll numbers
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+ jeff gordon
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+ sideburns, a mullet and a taxi cab
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+ tweet is not visible
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+ tweet is not visible
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+ saturday night live
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+ donald trump
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+ south carolina
30
+ picking cotton
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+ china
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+ the winners room
33
+ at the top of a staircase
34
+ st. mary's
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+ ticket refunds
36
+ ew
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+ 16
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+ an adult day care center
39
+ the white house has become an adult day care center
40
+ migrants & refugees
41
+ serbia-croatia
42
+ lauren hill
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+ st. louis county pd
44
+ expression of regret for not being able to do something
45
+ not being able to do something
46
+ the dumb media
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+ dumb
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+ consistency
49
+ atletico
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+ durbanites
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+ immigrants
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+ scotland
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+ panmure golf club
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+ willow seeds
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+ snow
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+ west boca
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+ u.s. marshals
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+ going to white house
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+ white house
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+ one year
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+ bring back our girls
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+ chris rock
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+ the oscars
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+ jharrison 9292
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+ steelers
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+ put her face on a shirt
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+ paul walker
68
+ he died.
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+ beautiful person and talent
70
+ way to soon
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+ beautiful
72
+ they know people are praying
73
+ they make the right choices in their stressful jobs
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+ a sandwich
75
+ a broomstick
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+ megyn kelly
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+ italy
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+ roger rees
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+ dear friend and colleague
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+ it will happen here
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+ internet
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+ kkk jokes
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+ @khloekardashian
84
+ kellyanne conway
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+ britney ever after
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+ stop
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+ @kanyewest
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+ donald trump
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+ russian
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+ duke and duchess of cambridge
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+ duke and duchess of cambridge
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+ disgusting
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+ nytimes
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+ booyah
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+ zero
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+ potus
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+ led and served our country
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+ she better not be dead
99
+ eric the actor
100
+ eric the actor
101
+ democrats
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+ so many obama democrats voted for him
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+ years
104
+ michigan, ohio, penn and a second term
105
+ the daily show
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+ uefa
107
+ group b
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+ 6:00 pm
109
+ group b
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+ another spider-man movie reboot
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+ josh peck and drake bell
112
+ his favorite childhood tv show brothers got married
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+ philly
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+ 1,000
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+ jacob lescenskii
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+ he made a huge impact.
117
+ beyonce
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+ 7-eleven
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+ 0
120
+ 90 percent
121
+ intensified fighting in mosul
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+ nneveh to kurdistan
123
+ haradh
124
+ 15
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+ every moment I exist is agony
126
+ katy
127
+ her son
128
+ a couple of presents for the girls
129
+ a couple of presents
130
+ new owners and a new management team
131
+ read all about it here
132
+ caterham f1 team
133
+ he feels sorry for dummy reporter john Heilemann
134
+ dummy reporter john Heilemann
135
+ yvette d. clewis
136
+ john lewis
137
+ potus
138
+ statement on north korea nukes
139
+ spend less time voting in the senate
140
+ he resolves to spend less time voting in the senate
141
+ they said what so many of us want to say.
142
+ the khan's
143
+ presidential bling
144
+ campus
145
+ steve bannon
146
+ in my drafts
147
+ sacramento kings
148
+ demarcus cousins
149
+ iran
150
+ the nuclear deal
151
+ counts
152
+ switzerland
153
+ honduras
154
+ two
155
+ two
156
+ wilmariel and jason
157
+ orlando's pulse nightclub
158
+ the family
159
+ chester bennington
160
+ proper eyewear
161
+ solar eclipse
162
+ make it rich again
163
+ inauguration
164
+ cleveland
165
+ tara the hero cat and family
166
+ BOGO offer
167
+ lebron james
168
+ colombia's game
169
+ 2018
170
+ democrats
171
+ a muslim
172
+ mosques all over the world
173
+ james van der beek
174
+ the women who stayed silent
175
+ 3 feet
176
+ the fcc
177
+ a loss
178
+ senzo meyiwa
179
+ james gunn
180
+ guardians of the galaxy
181
+ the city
182
+ donald trump
183
+ " and then what?"
184
+ good
185
+ iowa
186
+ winter
187
+ miss cleo
188
+ my mom
189
+ domino
190
+ deadpool
191
+ why there is going to be a toy story
192
+ a toy story
193
+ the school district
194
+ to get a diplomatic resolution
195
+ sanctions
196
+ beyonce
197
+ solar
198
+ climate action
199
+ COP22
200
+ paris agreement and climate action
201
+ iraqi command
202
+ reclaiming their territory from iSIL
203
+ kanye
204
+ trump, kanye and staff
205
+ super bowl
206
+ even falls on beat
207
+ basic human decency
208
+ ratings
209
+ basic human decency
210
+ work harder
211
+ four
212
+ the redstate gathering
213
+ ben bradlee
214
+ jennifer aniston
215
+ justin theroux
216
+ beyonce
217
+ emmys
218
+ nytimes critic
219
+ shonda rhimes
220
+ rebooting
221
+ charlotte
222
+ a flower
223
+ because he feels that we are all one.
224
+ jesse williams
225
+ jonathan bennett
226
+ i'm going to ask you all
227
+ tomorrow morning
228
+ he is a hip hop lover.
229
+ hip hop lovers
230
+ 2015
231
+ boston
232
+ hillary clinton
233
+ philly
234
+ david burtka
235
+ italy
236
+ he and david burtka got married
237
+ italy
238
+ reds to braves
239
+ $14 million
240
+ arkansas
241
+ august 4, 2014
242
+ a total of 3 users.
243
+ camelot
244
+ president obama
245
+ he is a turn of little cmoore
246
+ youtube
247
+ it felt like night
248
+ crickets
249
+ democratic congresswoman
250
+ zachary hammond
251
+ in the light
252
+ having the opportunity to meet him
253
+ gordie howe
254
+ peas in guac
255
+ the nyt
256
+ my country
257
+ bed
258
+ this morning
259
+ bexley rd
260
+ uk
261
+ mcdonald's uk
262
+ uk
263
+ 2:00 pm
264
+ the secret menu at mcdonald's uk
265
+ the secret menu at mcdonald's uk
266
+ mcdonald's uk
267
+ the culture
268
+ tucker carlson and steve hiltonx
269
+ blue
270
+ nicoles pag
271
+ true blood series
272
+ museum modern art
273
+ big bird and baby bear
274
+ dylan
275
+ her face
276
+ gwen stefani
277
+ lesean mccoy
278
+ restaurant receipt
279
+ fidel Castro
280
+ 3 minutes to midnight
281
+ executive director and publisher of the bulletin
282
+ 20 week abortion bans
283
+ unpopular- unconstitutional
284
+ kept her baby
285
+ divine right to live
286
+ william
287
+ dolores
288
+ cheese dust
289
+ michelle obama
290
+ different
291
+ oranges
292
+ the magic
293
+ reggie jackson
294
+ millions march
295
+ union square
296
+ be silenced
297
+ to take nisa home
298
+ home to palembang
299
+ creeped out
300
+ faceID
301
+ atlanta
302
+ errol cnn
303
+ atlanta
304
+ a stair master in hell
305
+ hell
306
+ a stair master
307
+ backup qbs
308
+ patriots
309
+ black protester
310
+ 4
311
+ parents
312
+ many years
313
+ a significant milestone
314
+ the bEAM program
315
+ kurt helin
316
+ kurt helin
317
+ facebook and twitter
318
+ russell crowe
319
+ prime minister nawaz sharif
320
+ emotional things
321
+ she never showed up
322
+ mariah carey
323
+ brazil
324
+ brazil
325
+ the golf course
326
+ jimmy fallon
327
+ donald trump
328
+ hillary clinton
329
+ hillary clinton
330
+ text dunham to 47246
331
+ dem convention
332
+ a farmer
333
+ loading this beast
334
+ emma watson
335
+ marchers
336
+ scared af
337
+ tweet does not exist
338
+ tweet does not exist
339
+ natural gas
340
+ if we could see them
341
+ an elephant
342
+ john d sutter
343
+ a nap
344
+ a pillow and blanket
345
+ julia louis-dreyfus
346
+ julia louis-dreyfus
347
+ witnessed the most unimaginable event
348
+ everyone here in vegas
349
+ bloody republican lefties
350
+ on our money
351
+ eng
352
+ his organization
353
+ league apology
354
+ ballon d'or
355
+ second
356
+ syria
357
+ syria
358
+ rest in peace
359
+ porto alegre
360
+ full house
361
+ slanderous
362
+ sen john mccain and all our veterans
363
+ kobani
364
+ kobani
365
+ the cops
366
+ luck
367
+ luck
368
+ the cops
369
+ nazis
370
+ swastika
371
+ uninvited guests
372
+ restaurants
373
+ a dr pepper
374
+ he is mourning phife.
375
+ coke
376
+ immigrants
377
+ sitting with family
378
+ decade century
379
+ evolution
380
+ he was too busy pulling out pages on evolution in his kids' biology textbooks.
381
+ autographed it
382
+ his stick
383
+ a young canucks fan
384
+ so he could be in front of nato group
385
+ montenegro pm
386
+ vote for mitt romney
387
+ one
388
+ mitt romney
389
+ mitt romney
390
+ mitt romney
391
+ mitt romney
392
+ something back
393
+ lus figo
394
+ the tony awards
395
+ patti lupone
396
+ mourning
397
+ america
398
+ senorrin hatch
399
+ prince
400
+ prince
401
+ patriots
402
+ the nfl
403
+ rachel nichols
404
+ an apology
405
+ wind gusts
406
+ kenting, taiwan
407
+ israel
408
+ warm friendship and clear-cut support for israel
409
+ the wall
410
+ negotiators can continue working on outstanding issues
411
+ thanksgiving
412
+ a father
413
+ two
414
+ start his holiday
415
+ a certain cat
416
+ happy
417
+ andrew garfield
418
+ Asian
419
+ a warm wind
420
+ 42 degrees celsius
421
+ yorktown
422
+ hamilton
423
+ danny granger and josh mcroberts
424
+ lebron james
425
+ google glass is being retooled
426
+ retooled
427
+ cesare prandelli
428
+ american horror story
429
+ kill me
430
+ trying to kill me
431
+ lfc
432
+ sunday
433
+ anfield
434
+ @lfc
435
+ sunday
436
+ shoreham
437
+ shoreham air show
438
+ liberty island
439
+ civilians
440
+ solange
441
+ upload the audio
442
+ fergie's
443
+ milf money
444
+ john glenn and annie
445
+ john glenn
446
+ ariannahuff
447
+ because she is a dog
448
+ tremendous pressure within Durant's inner-circle
449
+ he did it
450
+ promoting an ad
451
+ shameful
452
+ tweets promoting an ad
453
+ tHC
454
+ 2.71 inches
455
+ almost 3
456
+ tuesday
457
+ vegas
458
+ 2 hours
459
+ trafalgar square bookstore
460
+ mars
461
+ a man with no legs
462
+ legs
463
+ pac
464
+ she loves him
465
+ he came out as gay.
466
+ thomas hitzlsperger
467
+ mets
468
+ confident
469
+ mets
470
+ j deezal's new tattoo
471
+ the trailer
472
+ a big screen
473
+ $125
474
+ their family's initials
475
+ a veterinarian
476
+ germany
477
+ barf bag
478
+ kim kardashian
479
+ the og crew
480
+ some
481
+ in your honor
482
+ generations of scientists and engineers
483
+ first nhl contract
484
+ florida panthers
485
+ heart
486
+ mixed
487
+ obnoxious
488
+ half brother
489
+ evacuated passengers
490
+ travelers beach hotel
491
+ travelers beach hotel
492
+ cs nkaisserry and ps amb juma
493
+ unpredictable
494
+ unpredictable
495
+ nicki miniaj
496
+ choreo and vid of the year
497
+ to express support
498
+ they appreciate it and are passing it on to their officers
499
+ jeb bush
500
+ special interest
501
+ us embassy in france
502
+ #jesuischarlie
503
+ 970
504
+ 970
505
+ hilary clinton's gold and white logo
506
+ april 12, 2015
507
+ mtv
508
+ 2015
509
+ mtv
510
+ you never monkey with the truth
511
+ ben bradlee
512
+ the truth
513
+ ben bradlee
514
+ misunderstood
515
+ misunderstood
516
+ 74
517
+ muhammad ali
518
+ lesdoggg
519
+ he passed
520
+ sony pictures
521
+ steve israel
522
+ a new type enter a us fleet
523
+ the 787
524
+ bachelor finale
525
+ last night's bachelor finale
526
+ amazon and itunes
527
+ fans
528
+ beyonce
529
+ twins
530
+ 20
531
+ the notorious b.i.g
532
+ always
533
+ private
534
+ democrats
535
+ shutdown
536
+ at a time we need it most
537
+ home sweet home
538
+ #homesweethome
539
+ bullying
540
+ laverne cox
541
+ jeff flake
542
+ stan freberg
543
+ stan freberg
544
+ 269
545
+ fc barcelona
546
+ kris jenner
547
+ kris jenner
548
+ apple
549
+ the biggest, coolest, sexiest, funnest movie ever
550
+ gwen stefani
551
+ whoever did her face
552
+ lost contact of mh17 from amsterdam
553
+ amsterdam
554
+ us presidents
555
+ three
556
+ go black and never go back
557
+ dean
558
+ posting extra hard on instagram
559
+ posting on instagram
560
+ shooting
561
+ charlotte
562
+ she feels like giving cars away
563
+ cars
564
+ they have a family to feed
565
+ their privilege
566
+ barbie
567
+ buy her daughter a barbie
568
+ katgraham and dshippjr
569
+ code
570
+ STEM
571
+ like a king
572
+ justin bieber
573
+ checked the forecast
574
+ i-24 in ky
575
+ rakim
576
+ all the people that have inspired him
577
+ the buzzfeed team
578
+ the buzzfeed team
579
+ buzzfeed
580
+ an amazing november
581
+ delusion
582
+ ted cruz
583
+ the passive aggressiveness
584
+ her daughter
585
+ vegas
586
+ dwyane wade
587
+ vfw mane event
588
+ #vfwmaneevent
589
+ "before" photos
590
+ #VFWManeEvent
591
+ disappointed
592
+ rickie fowler
593
+ "Cannot conclude bc you saw a gun at residence"
594
+ "Cannot conclude bc you saw a gun at residence"
595
+ the tony awards press room
596
+ thanking people
597
+ twice as good
598
+ twice as good
599
+ with tears in her eyes
600
+ george
601
+ super bowl 47
602
+ 47
603
+ acoustic
604
+ lady gaga
605
+ its core mission
606
+ today
607
+ the sec championship game
608
+ jim mcElwain
609
+ wash mystics
610
+ bulls
611
+ bulls fans
612
+ the st louis blues camp
613
+ a stanley cup
614
+ he passed away
615
+ jack cassidy
616
+ to win the arc
617
+ france galop
618
+ yuichi fukunaga
619
+ kuzma
620
+ vote your conscience
621
+ hillary clinton
622
+ a pep talk from the hanson brothers
623
+ a pep talk from the hanson brothers
624
+ the hanson brothers
625
+ johnstown, pa
626
+ tsarnaev
627
+ rolling stone
628
+ nepal
629
+ reach out to those affected
630
+ marcus morris
631
+ aron gordon
632
+ kaley cuoco
633
+ long ago
634
+ president of ukraine
635
+ scenes in kiev
636
+ bringing a son into this world
637
+ bringing a son into this world
638
+ pink
639
+ the hulk
640
+ bill murray
641
+ x's victory
642
+ x
643
+ bill murray
644
+ in trump's jock
645
+ McCain's or kasich's socks
646
+ chiraq
647
+ gun violence
648
+ @lesdoggg
649
+ he needs to be arrested and prosecuted
650
+ all
651
+ another young man's death
652
+ 40 pounds
653
+ 207
654
+ chris martin
655
+ getting divorced
656
+ insufferable similarities
657
+ 10 minutes
658
+ the bachelorette finale
659
+ thursday
660
+ midnight
661
+ president
662
+ russia
663
+ russia
664
+ #charliehebdo
665
+ andrew lesnie
666
+ his humor and love
667
+ coaches in major college or pro sports
668
+ geno auriemma
669
+ dunkin donuts
670
+ starbucks
671
+ hassan rouhani
672
+ two
673
+ eva longoria
674
+ a cheese baby
675
+ pregnancy
676
+ ia
677
+ road trip
678
+ the heat at yeezy
679
+ model
680
+ california
681
+ change
682
+ it would benefit the wealthy over the middle-class
683
+ hawaii
684
+ hawaii
685
+ by reporting them
686
+ rape
687
+ google's best designer
688
+ its best designer
689
+ 4-3-3
690
+ 4-3-3
691
+ j klinsmann
692
+ j klinsmann
693
+ his district
694
+ john lewis
695
+ mike munchak
696
+ 5 hours
697
+ copper breaks
698
+ grasshoppers and beetles
699
+ justin kirkland
700
+ raven gates09
701
+ subway rides and bowling alley
702
+ nyc ebola patient's footseps
703
+ the ides of march
704
+ the ides of march
705
+ a neighbor
706
+ 7k miles
707
+ in homage
708
+ super bowl
709
+ william and harry
710
+ their father the prince of wales
711
+ the prince of wales
712
+ william and harry
713
+ police "don't ask if you're black or white"
714
+ it was posted by cnn
715
+ himself and obama
716
+ racial animus
717
+ hijacking
718
+ ethiopian airlines' flight 702
719
+ he was a legend.
720
+ rance howard
721
+ luis garcia abad
722
+ lunch time
723
+ the skin of the person who killed me
724
+ under my fingernails
725
+ crying
726
+ tear gas and water canons
727
+ nazem kadri
728
+ cross-check
729
+ hungarian
730
+ tom & jerry
731
+ charlottesville
732
+ unite the country
733
+ good sex
734
+ i'm sorry
735
+ she's sorry about that
736
+ new york slough
737
+ new york slugh
738
+ goalless
739
+ fc bayern
740
+ on the phone
741
+ july on the phone
742
+ the wall was not properly funded
743
+ dcaa deal
744
+ wall
745
+ pregnant
746
+ pics
747
+ movie going experience
748
+ amc
749
+ as much as possible
750
+ more meaningful things
751
+ emotional
752
+ he's hectoring and yelling at me
753
+ he's hectoring and yelling at me
754
+ syrian envoy to the unsc
755
+ fallujah, iraq
756
+ iraqi pmu helping a woman
757
+ fallujah, iraq
758
+ ibekwe bonaventure
759
+ in a movie
760
+ paid
761
+ paid paternity leave
762
+ mama june
763
+ introducing herself
764
+ raise your hand
765
+ academia
766
+ sandra bernhard
767
+ the sands hotel in vegas
768
+ we could all use a little more compassion
769
+ 3 republicans and 48 democrats
770
+ joe biden
771
+ paul ryan
772
+ adidas
773
+ #bringbackourchildhood
774
+ 1.5m
775
+ obese
776
+ addicts to drugs and alcohol
777
+ the Beatles
778
+ the sing premiere
779
+ portraits/art, headline and intro
780
+ janet mock
781
+ grace lee whitney
782
+ grace lee whitney
783
+ the new george michael single
784
+ george michael
785
+ after the fantasy draft
786
+ honda
787
+ smiled
788
+ the hollywood bowl
789
+ the browns
790
+ colin kaepernick
791
+ ruby rose
792
+ social media
793
+ new york Rangers
794
+ tbay on st louis
795
+ a gym
796
+ motion
797
+ sen john mccain
798
+ meghan mccain
799
+ gaby amarantos and tottustu
800
+ gaby amarantos and tottustu
801
+ ciara
802
+ baby future
803
+ loss of life
804
+ attack on un in garowe
805
+ zordon
806
+ power Rangers
807
+ justin
808
+ for his and many others safety
809
+ nigerians and people around the world
810
+ #bringbackourgirls
811
+ sen rand paul tweets.
812
+ tweets
813
+ fake news
814
+ syrian regime
815
+ great
816
+ in a beautiful picture
817
+ mohammed bin zayed
818
+ a spirit of change and progress
819
+ with a spirit of change and progress
820
+ the new ministers
821
+ lakers
822
+ 2018 free agency
823
+ la
824
+ basketball
825
+ clippers and pacers
826
+ lorde
827
+ snl
828
+ it is an awesome compliment
829
+ alan rickman
830
+ funny and engaging
831
+ dana harper
832
+ season 11
833
+ greg schiano
834
+ 3
835
+ death row records
836
+ beats by dre
837
+ beats by dre
838
+ michael jackson
839
+ james bond
840
+ trump wants it to be recycled.
841
+ the house of representatives
842
+ 66-57
843
+ flint
844
+ political statements and finger pointing from political candidates
845
+ long shirts
846
+ talk
847
+ mama
848
+ tapping
849
+ sticky
850
+ arnie schwarzenegger
851
+ swamped
852
+ 6 months
853
+ legalize dACA
854
+ beyonce
855
+ on campus
856
+ black
857
+ american
858
+ how to sit like a lady
859
+ miss america
860
+ south korean president moon jae-in
861
+ #pyeongchang2018
862
+ emma
863
+ lorde is a flask maker
864
+ sad
865
+ exclamation points
866
+ dismiss twitter suggestions
867
+ twitter
868
+ in heaven
869
+ little jimmy dickens
870
+ picking and grinnin
871
+ in heaven
872
+ less qualified
873
+ coal country
874
+ oliver sacks
875
+ beautiful minerals
876
+ bear cam time
877
+ it's bear cam time
878
+ exploreorg
879
+ music
880
+ the voice
881
+ cavs
882
+ hidden fences
883
+ hidden fences
884
+ nsa and/or fort meade public affairs
885
+ donald trump
886
+ confidence
887
+ sorry beliebers
888
+ van gaal
889
+ united
890
+ arsene wenger
891
+ this summer
892
+ voter fraud
893
+ voter fraud
894
+ incredible progress
895
+ kevin hart
896
+ pittsburgh
897
+ pacman
898
+ cnn
899
+ he/she is asking a question.
900
+ her/him
901
+ 5 minutes
902
+ soccer
903
+ soccer
904
+ 5 minutes of a soccer game
905
+ ed sheeran
906
+ ed sheeran
907
+ the shark
908
+ ed sheeran
909
+ hats
910
+ pharrell
911
+ alex gavan
912
+ victims
913
+ he was effortlessly golden.
914
+ rippaul walker
915
+ rippaul walker
916
+ effortlessly golden
917
+ rippaul walker
918
+ golden
919
+ florida gators
920
+ niece and nephew
921
+ measured and inclusive
922
+ michael chertoff
923
+ measured and inclusive
924
+ michael chertoff
925
+ 2:30 am edt
926
+ jfk
927
+ every article
928
+ february 10, 2015
929
+ being shocked he won
930
+ it said it was surprising.
931
+ 100
932
+ under a boulder
933
+ philae
934
+ chester bennington's passing
935
+ chester bennington
936
+ cousins
937
+ 4 boys, cousins
938
+ gaza beach
939
+ she loves the pictures
940
+ @si_swimsuit
941
+ Messiah
942
+ Messiah
943
+ an interview and a major photo shoot
944
+ the chapter on transgender.
945
+ bruce jenner
946
+ luis figo
947
+ fifa president
948
+ joseph fiennes
949
+ justin bieber
950
+ selena gomez
951
+ lavar ball
952
+ charles barkley
953
+ depiction of religion
954
+ yaya toure
955
+ eric garner died
956
+ selling cigs by the single
957
+ men
958
+ julienblanc
959
+ scenes from the book
960
+ 50 shades
961
+ earthquake
962
+ octber 30th 2016
963
+ rockefeller center
964
+ pacman
965
+ on the highway
966
+ Bonnieville and etown
967
+ when he started to run for potus
968
+ cruz
969
+ section 5 public order act
970
+ Brighton magistrates court
971
+ colin kazim-richards
972
+ section 5 public order act
973
+ marche republicaine
974
+ marche republicaine
975
+ houston
976
+ $500,000
977
+ the brain
978
+ human rights issues
979
+ p!nk's face
980
+ christina aguilera
981
+ will smith
982
+ new orleans
983
+ pesky products on high shelves
984
+ bouncy aisles
985
+ superior ct
986
+ removing pane of slaves
987
+ germany and ghana
988
+ rand paul
989
+ for the good of the party
990
+ fifamedia
991
+ 2022
992
+ late-november/late-december
993
+ late-november/late-december
994
+ late-november/late-december
995
+ 2022
996
+ 97
997
+ you don't drink
998
+ the cops
999
+ the cops
1000
+ fabricate
1001
+ his humor, his talent, and his capacity to love
1002
+ a brother
1003
+ listen to the concerns of the people
1004
+ the annulment process
1005
+ francis
1006
+ made his own
1007
+ it's okay
1008
+ a bowling alley
1009
+ she is taking an angle
1010
+ mel tillis
1011
+ good luck with this guys
1012
+ cantor
1013
+ the knicks
1014
+ center
1015
+ germany
1016
+ underpants
1017
+ her hair looks like iggy's.
1018
+ university of washington
1019
+ anakocovic
1020
+ people
1021
+ a runway was stuck.
1022
+ a pizza party
1023
+ anti-racist with humour
1024
+ mario balotelli
1025
+ ethnic and religious groups
1026
+ a tv show
1027
+ she had an abortion.
1028
+ being openly heterosexual
1029
+ matt damon
1030
+ pence
1031
+ it isn't feasible
1032
+ pushed his head down in a car
1033
+ james franco
1034
+ having to be aware
1035
+ classy
1036
+ #RupertsFault
1037
+ christian
1038
+ 10pm
1039
+ the fake news with ted nelms
1040
+ press the wrong button
1041
+ man
1042
+ march 15, 2015
1043
+ mike porcaro
1044
+ it's OK
1045
+ power
1046
+ meryl
1047
+ take her seat any time
1048
+ anyone's spouse or anyone's kids
1049
+ ted cruz
1050
+ it's not acceptable
1051
+ since 2007
1052
+ letterman
1053
+ the dial
1054
+ take over
1055
+ the twizzler challenge
1056
+ 2 black holes merging into 1
1057
+ cybersecuritychallenge
1058
+ orange
1059
+ white supremacists
1060
+ the president
1061
+ before they die
1062
+ reporters
1063
+ memes
1064
+ @ladygaga's #oscars look
1065
+ my children
1066
+ it is venomous, it is vicious and it bothers her children
1067
+ fia16
1068
+ a380
1069
+ exactly what they say
1070
+ terrorists
1071
+ empirefox
1072
+ the finale
1073
+ stay safe and warm
1074
+ tomorrow
1075
+ everybody
1076
+ he would have to consciously think of it.
1077
+ rory's
1078
+ senatemajldr mcconnell
1079
+ 7 years
1080
+ cindy mannings
1081
+ Rahman suspects
1082
+ facebook
1083
+ facebook down
1084
+ a great healthcare plan
1085
+ a great healthcare plan
1086
+ worry
1087
+ the toffs
1088
+ transparency
1089
+ there is no tweet here
1090
+ nypd
1091
+ officer brian moore
1092
+ nearly 200
1093
+ phasing down hfcs
1094
+ leonard
1095
+ millions
1096
+ lebron james
1097
+ chris broussard
1098
+ english and spanish
1099
+ sophie cruz
1100
+ a dog
1101
+ betty willis
1102
+ las vegas' visual fabric
1103
+ promoting
1104
+ media attention
1105
+ jessica lange
1106
+ caitlyn jenner
1107
+ across the globe
1108
+ laughter
1109
+ get out and vote
1110
+ learned that jon ossoff doesn't even live in the district
1111
+ facebook
1112
+ you can survive facebook going down
1113
+ sorority
1114
+ reliving the old sorority days
1115
+ ted cruz
1116
+ donald trump
1117
+ too busy worrying about the controllers strike
1118
+ the airport
1119
+ netanyahu
1120
+ his speech to congress
1121
+ chibi
1122
+ chibi
1123
+ chibi
1124
+ september 24, 2014
1125
+ four months
1126
+ four months
1127
+ beta awards
1128
+ during jay z and beyonce clip
1129
+ pakistan
1130
+ navy seals
1131
+ 15 years
1132
+ the united states
1133
+ kellan lutz and anna kendrick
1134
+ ship you two
1135
+ sam Tageson
1136
+ what you have
1137
+ loved ones
1138
+ messages of support, love and encouragement
1139
+ pratt
1140
+ spielberg
1141
+ a partisan
1142
+ a grand slam
1143
+ nfl
1144
+ how to get away with murder
1145
+ dallas
1146
+ obama
1147
+ katie holmes' golden pants
1148
+ katie holmes
1149
+ Corey menafee
1150
+ Corey menafee
1151
+ the u.s. chamber of commerce
1152
+ better and stronger trade deals
1153
+ flint
1154
+ flint
1155
+ january
1156
+ a shark
1157
+ the bachelor producers
1158
+ a dem
1159
+ a jackass
1160
+ my rapist
1161
+ hollywood/media
1162
+ tomi lahren
1163
+ obamacare
1164
+ male
1165
+ female
1166
+ debates2016
1167
+ movie theater seats
1168
+ impeachment of donald trump
1169
+ plays racist calls
1170
+ defending champ murray
1171
+ dimitrov
1172
+ paul walker fdn
1173
+ paul walker fdn
1174
+ ebola
1175
+ Winnipeg bsl4 lab
1176
+ kampala serena
1177
+ it is solar powered.
1178
+ ahead of its launch on tuesday
1179
+ all humanity
1180
+ the wheel of fortune
1181
+ a plane
1182
+ vanished
1183
+ it's crazy
1184
+ people
1185
+ a hard but liberating day
1186
+ watch the evening news
1187
+ south africa
1188
+ every praise
1189
+ michael brown
1190
+ the movement house
1191
+ farmers
1192
+ plowing up dirt
1193
+ creme eggs
1194
+ kim kardashian pierced her daughters ears
1195
+ kim kardashian
1196
+ justin bieber
1197
+ myspace
1198
+ margot
1199
+ he's doing a hitch.
1200
+ the national weather service
1201
+ to spend his life serving something more important than himself
1202
+ john mccain
1203
+ senjohn mccain
eval/samples.validation.hyp.paragraph_question.answer.lmqg_qg_tweetqa.default.txt ADDED
@@ -0,0 +1,1086 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ @megynkelly
2
+ her hidden agenda
3
+ a lot of people
4
+ coachella
5
+ drivechipputt
6
+ a very good role model
7
+ natalie portman
8
+ saturday night live
9
+ himself
10
+ trump
11
+ full of spice and a great rack
12
+ saturday night live
13
+ saturday night live
14
+ 3-years
15
+ who she is
16
+ trump
17
+ if you thought bush didn't care about black people
18
+ freedom
19
+ 5 years ago
20
+ the bachelor
21
+ soccer
22
+ we won
23
+ thoughtful, committed
24
+ a small group
25
+ to hate
26
+ hate
27
+ ryan
28
+ jazz
29
+ stay in your seat, kanye
30
+ wayne's world
31
+ dad
32
+ his first celtics jersey
33
+ the children
34
+ heteronormative
35
+ barack obama
36
+ obama day
37
+ the candle
38
+ peach candle
39
+ neil portnow
40
+ women
41
+ on camera
42
+ baton rouge
43
+ black panther
44
+ memorable
45
+ hidden figures
46
+ michael keaton
47
+ $1
48
+ smosh
49
+ spidermable
50
+ black cat
51
+ td16
52
+ 14
53
+ blue wonderful
54
+ sunset strip
55
+ keegan allen said he knows what happens
56
+ verizon strike
57
+ boston
58
+ martin luther king
59
+ it's about the play.
60
+ excited
61
+ two
62
+ bodega
63
+ a no-move clause
64
+ three
65
+ john krasinski
66
+ a shirt
67
+ election
68
+ apology
69
+ zero
70
+ cnn
71
+ the dog
72
+ did the right thing
73
+ mistakes
74
+ frank luntz
75
+ every poll of the debate
76
+ jacoby ellsbury
77
+ 1st
78
+ michelle obama
79
+ women in film
80
+ mr drew scott
81
+ watch and vote
82
+ simone biles
83
+ her best bar routine yet
84
+ alessia cara
85
+ crowd
86
+ @dove
87
+ #espnW
88
+ #espnW
89
+ erdogan
90
+ abuse
91
+ tapes
92
+ donald trump
93
+ lisa kudrow
94
+ smelly cat
95
+ it takes a village
96
+ grammys
97
+ the arena
98
+ vancouver
99
+ the sky was full of stars.
100
+ he's reacting to a star.
101
+ 61 years
102
+ europe
103
+ the word
104
+ in the movie
105
+ david levitz
106
+ stick together
107
+ @ellingyelling
108
+ stunts
109
+ until we are old enough to vote
110
+ mayor mark
111
+ white house
112
+ amb doer
113
+ more than 6,000
114
+ black
115
+ chicago
116
+ hispanics
117
+ ex-military
118
+ deprogram
119
+ to protect the american people
120
+ helping economy and bringing back jobs
121
+ congress
122
+ great
123
+ a massive expansion of retraining and counseling
124
+ police force
125
+ @usatopinion@usatoday
126
+ no
127
+ cellphones
128
+ patrols
129
+ chrisrock
130
+ chrisrock
131
+ iroquois high school
132
+ grace aroune
133
+ discovery
134
+ kevloria
135
+ chris hemsworth
136
+ a sweet viennese waltz
137
+ the golden ticket
138
+ james comey
139
+ the press
140
+ serena williams and alexis ohanian
141
+ serena williams and alexis ohanian
142
+ kerry washington
143
+ RED
144
+ a jury
145
+ he was murdered
146
+ krypton
147
+ a prequel
148
+ paul george
149
+ @tmobile
150
+ golden globes
151
+ Cathy lanier
152
+ 10 years
153
+ paris
154
+ u2
155
+ on the balcony of buckingham palace
156
+ royal airforce
157
+ the fbi
158
+ reunion
159
+ 2017
160
+ 9
161
+ tinder
162
+ to meet people and have dates
163
+ president
164
+ down the road
165
+ focused on the economy and ahca
166
+ worse
167
+ the media
168
+ dc comics
169
+ dc super hero girls has been out for over a year.
170
+ anthony mackie
171
+ a bright, brilliant talent, and a truly kind person
172
+ he died
173
+ anton yelchin
174
+ charlie bartlett and house of d
175
+ 10,000
176
+ buffalo sabres
177
+ president
178
+ 1000s
179
+ his home rink
180
+ apple watch
181
+ toyota corolla
182
+ dunkirk
183
+ if he is going to die in dunkirk
184
+ sen gillibrand
185
+ sen gillibrand
186
+ a sad story
187
+ arie
188
+ 17 hours
189
+ power
190
+ oprah
191
+ oprah's juggling
192
+ 7
193
+ mayor of london
194
+ wmu football
195
+ bbking
196
+ a thousand notes
197
+ breaking bad (2008-13) and thewire
198
+ 2008-13
199
+ what you wish for
200
+ the mcnugga
201
+ five
202
+ coldplay
203
+ bun in the oven
204
+ just gets better and better
205
+ 32 miles
206
+ helicopter pilot
207
+ best day of our lives
208
+ your kind words
209
+ purple
210
+ kate gosselin
211
+ rock the casbah
212
+ bill murray
213
+ impassioned
214
+ players at the texans
215
+ billboard
216
+ break free
217
+ everybody must vote
218
+ alabama
219
+ build the wall
220
+ summer
221
+ zendaya
222
+ miranda
223
+ a pink ring
224
+ shootings and death
225
+ they want them to stop.
226
+ sundance
227
+ switzerland
228
+ thinkpieces from fyre festival attendees
229
+ fyre festival
230
+ governor jay nixon
231
+ to visit north stl county
232
+ steve bannon
233
+ casting zoe saldana and darkening her skin
234
+ zoe saldana
235
+ gold
236
+ charlie coyle
237
+ duncan keith
238
+ during the 1st intermission
239
+ the new addition to the peeps zamboni
240
+ donald trump
241
+ pizza rat
242
+ coach bylsma
243
+ malkin and crosby
244
+ when does beyonce get here
245
+ @landondonovan
246
+ la galaxy
247
+ dershowitz
248
+ cassell
249
+ dancing guy is living his best super bowl EVER
250
+ super bowl
251
+ martin luther king jr
252
+ light
253
+ planned parenthood and ocare
254
+ d.c.
255
+ the 4th of July
256
+ taylor swift
257
+ muslim
258
+ trump supporters
259
+ sam bee
260
+ conan obrien
261
+ bb-8
262
+ starwars cast
263
+ the obamas
264
+ nicest family on earth
265
+ trying to undermine democracies all over the world
266
+ sherlock holmes
267
+ doris roberts
268
+ death
269
+ london
270
+ no frauds
271
+ lebron
272
+ Carlton
273
+ hotline bling
274
+ 657
275
+ k
276
+ westgate
277
+ westgate
278
+ duchess of cambridge
279
+ love it
280
+ ed sheeran
281
+ the riverlands
282
+ ed sheeran
283
+ gossip girl
284
+ anxiety
285
+ coming to terms with her faith
286
+ 1903
287
+ 1883
288
+ isaac hright
289
+ isaac h wright
290
+ the best
291
+ being his number one cheerleader
292
+ a tickle
293
+ manilla
294
+ biden
295
+ everything she wants to say
296
+ everything
297
+ brangelina
298
+ iowa flag
299
+ midfield
300
+ sen rand paul
301
+ 4/25
302
+ two
303
+ sharks
304
+ the national anthem
305
+ houston
306
+ excitement
307
+ in the bio
308
+ y'all
309
+ corinne foxx
310
+ miss golden globes
311
+ a meme
312
+ driving students around
313
+ the pcl
314
+ michael phelps
315
+ kdtrey5 and deandre jordan6
316
+ james harden
317
+ the browns win or the end of the season
318
+ for clarification
319
+ nail polish
320
+ the shoe
321
+ fbi employees
322
+ former ice cream store, now a cafe
323
+ local
324
+ rogers arena
325
+ pat quinn way & griffiths way
326
+ tick "white british"
327
+ when applying for a job
328
+ ciara and russell
329
+ his kids
330
+ the 15th
331
+ 174 yards
332
+ good morning rupaul's drag race
333
+ gaga
334
+ floored me
335
+ flats
336
+ gal gadot
337
+ martin
338
+ the goals
339
+ jsyk
340
+ 1032am
341
+ obama
342
+ how good they had it and took it for granted
343
+ the women's us hockey program
344
+ gordon hayward
345
+ l.a.
346
+ preacher lawson
347
+ tyra banks
348
+ greg cosell
349
+ football
350
+ sacramento
351
+ radio station
352
+ the drama
353
+ justin party
354
+ he is risen
355
+ a candy egg delivering plushy bunny
356
+ thanksgiving
357
+ undercover robots
358
+ he has a daughter.
359
+ liam payne
360
+ artists
361
+ hate speech
362
+ king hall
363
+ vancanucks
364
+ pat quinn
365
+ mlk
366
+ mlk day
367
+ hard times in my life
368
+ tennessee
369
+ the maks
370
+ dwts
371
+ section 104
372
+ hemsworth
373
+ ruffalo
374
+ auctioneer
375
+ halloween
376
+ harden
377
+ two
378
+ gal gadot
379
+ chrishemsworth
380
+ nick kroll and stephen at home
381
+ david letterman
382
+ fred armisen
383
+ difficile people
384
+ 160 characters
385
+ over 200
386
+ @jimmykimmel
387
+ for the effort
388
+ @gracevanderwaal
389
+ made her famous
390
+ mr. alcohol
391
+ emilia clarke
392
+ eyes
393
+ a dream
394
+ police man
395
+ RIGHT NOW
396
+ hurricane harvey
397
+ mike nichols
398
+ the graduate to bird cage to spamalot to his comedy albums
399
+ two scarves and a jacket
400
+ june
401
+ shia labeouf
402
+ how they can be manipulated and orchestrated
403
+ beside herself
404
+ hopeful
405
+ kermit the frog
406
+ a song to release on christmas
407
+ violence
408
+ short skirt
409
+ christine teigen
410
+ i cry
411
+ dolores oriordan
412
+ island records and a love for music
413
+ dylan
414
+ rumors
415
+ paul mccartney
416
+ a career
417
+ their contempt
418
+ billionaire class
419
+ donald glover
420
+ donald glover
421
+ ed sheeran
422
+ ask sheev
423
+ the olympics
424
+ usa
425
+ nola
426
+ joel Embiid
427
+ the covfefe of strangers
428
+ covfefe
429
+ ann coulter
430
+ right now
431
+ dave mustaine
432
+ star trek
433
+ in the middle of the night
434
+ alabama
435
+ everyone
436
+ you all
437
+ a bow
438
+ elee
439
+ you keep it cut low
440
+ honor two more legends of our sport
441
+ sport
442
+ george r.r. Martin
443
+ a heart attack
444
+ larry
445
+ make this about larry
446
+ the trump presidency
447
+ mr burns
448
+ megyn kelly
449
+ lightweight reporter
450
+ to speak in vague but bombastic generalities
451
+ vague but bombastic
452
+ patty arquette
453
+ half
454
+ ceelo
455
+ an mk purse
456
+ sdcc 2
457
+ starwars fan
458
+ eagles fans
459
+ over 80
460
+ everything they could grab from ivy park
461
+ ivy park
462
+ logic301 @thegreatkhalid and alessiacara
463
+ blakelively
464
+ a desire to look like @blakelively
465
+ christine teigen
466
+ 150
467
+ his mustache keeps appearing and disappearing
468
+ henry cavil
469
+ trevor story
470
+ the rockies
471
+ donna the elephant
472
+ nervous
473
+ luke donald
474
+ wine
475
+ she can't wait
476
+ write raps for young nicki to spit on tv
477
+ la
478
+ john's
479
+ an airport
480
+ listen to beyonce
481
+ larrie
482
+ harry
483
+ tweet did not show
484
+ tweet did not show
485
+ a rematch with matthew perry
486
+ matthew perry
487
+ a year and a half
488
+ making a record
489
+ warren and faye
490
+ faye
491
+ beauty and the beast
492
+ a gay moment
493
+ space jam
494
+ kentucky
495
+ the upper hand
496
+ the beyhive
497
+ paramount and Warners execs
498
+ imagining paramount and Warners execs screaming at each other
499
+ luke skywalker
500
+ character work
501
+ 1997
502
+ HIV/AIDS
503
+ people in nhl management
504
+ st. thomas, santa claus and cheese pasta
505
+ introducing our newest custom-painted aircraft
506
+ disney's frozen
507
+ do ya think i'm sexy
508
+ republic records
509
+ iowa cafe creates a Trump burger
510
+ iowa cafe creates a Trump burger
511
+ donald trump
512
+ 4
513
+ stanbul
514
+ turkey and greece
515
+ sanders
516
+ 94 crime bill
517
+ halftime show
518
+ leann rimes
519
+ south Carolina, south dakota and utah
520
+ mark knoller
521
+ paul feig
522
+ all-female
523
+ Alice oswalt
524
+ in the universe
525
+ timberlake
526
+ a country album
527
+ hbo is done with the nhl
528
+ 24/7 series
529
+ they better be in a wheelchair
530
+ james harrison
531
+ 16
532
+ vegas
533
+ jeff sessions
534
+ who's been naughty or nice
535
+ jeff varner
536
+ habitat int'l
537
+ joe biden
538
+ john
539
+ christine teigen
540
+ jonathan drouin
541
+ he will play on the trip
542
+ joss whedon
543
+ batgirl
544
+ just bryzgalov
545
+ nhlallstar
546
+ the words
547
+ their future vpotus
548
+ johnlegend
549
+ johnlegend arrived in london
550
+ ariana
551
+ gay men
552
+ finding out a band broke up
553
+ amanda berry
554
+ cleveland
555
+ ann coulter
556
+ delta
557
+ johnny depp
558
+ an outfit he found in johnny depp’s goodwill donation bag
559
+ kellyanne conway
560
+ the warriors
561
+ jim buss
562
+ kobe bryant
563
+ composer john williams
564
+ come swim
565
+ kristen stewart
566
+ madison square garden
567
+ lacey holsworth and her family
568
+ cavs
569
+ espn
570
+ lebron james
571
+ lebron james and michael jordan
572
+ lebron
573
+ lebron is unraveling psychologically/emotionally
574
+ to spend more time with his pets
575
+ left wing
576
+ a culture of violence
577
+ beyonce
578
+ lemonade
579
+ leslie jones
580
+ 2
581
+ introduce harry, ginny and albus potter
582
+ harry, ginny and albus potter
583
+ the houston and brown
584
+ tom hiddleston
585
+ seven minutes
586
+ the penguins locker room
587
+ live look in
588
+ mouths
589
+ prayers & hymns by heart
590
+ hanzal
591
+ boedker
592
+ louis
593
+ katie bolduan
594
+ ming xi
595
+ leslie odom, jr.
596
+ liberation station
597
+ wiggins
598
+ 106-106
599
+ 106-106
600
+ kemba
601
+ macedonian
602
+ for taking this photo
603
+ the womens march
604
+ malia obama
605
+ malia obama
606
+ malkin
607
+ mri
608
+ facebook
609
+ u.s.
610
+ marc jacobs
611
+ hillary
612
+ mary j blige
613
+ rian johnson
614
+ matilda
615
+ gryffindor and ravenclaw
616
+ mad black thorax
617
+ a mad black thorax.
618
+ harlots
619
+ romphim
620
+ raven and nick
621
+ donald gets things done
622
+ melania trump
623
+ the canadian anthem
624
+ held "all lives matter" card up
625
+ a winner
626
+ you're messing with me
627
+ michael dal colle
628
+ sonny milano
629
+ trump
630
+ possession of controlled substance
631
+ canada
632
+ $250K
633
+ nashville
634
+ taylor swift
635
+ white
636
+ because of race
637
+ kukkatori
638
+ kukkatori print dress
639
+ résidente's verse on immigrants
640
+ my wrote my way out verse
641
+ david cassidy
642
+ proud and honored
643
+ maya angelou
644
+ a caged bird
645
+ less than one year old
646
+ slowing it down
647
+ sweden
648
+ foxnews
649
+ gilmore girls
650
+ gilmore girls
651
+ nope nope nope
652
+ everyday heroes
653
+ strong and full of everyday heroes
654
+ the internet
655
+ net neutrality
656
+ kanye west
657
+ 2015
658
+ new york
659
+ devastating
660
+ cops
661
+ harassed him
662
+ she got beat up
663
+ outside with her brothers
664
+ say anything negative about curry
665
+ Shutup and enjoy the show
666
+ #goldenglobes
667
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668
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669
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670
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671
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672
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673
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674
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675
+ the floor
676
+ office workers
677
+ san bernardino
678
+ r-word
679
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680
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681
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682
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683
+ it's caused by an accident
684
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685
+ 9460 wilshire blvd
686
+ screenshot this
687
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688
+ olivia from the bachelor
689
+ steal people's boyfriends
690
+ ruined
691
+ a blister
692
+ kotex
693
+ his family
694
+ he didn't affect him
695
+ casino boat
696
+ 50 people
697
+ troops
698
+ proudly
699
+ spaghetti cat
700
+ kim kardashian's ass
701
+ the lions
702
+ paul, noma and cherrelle
703
+ harry potter play
704
+ hugh jackman
705
+ gap toothed
706
+ cut holes in the wall
707
+ hole cut in the wall
708
+ every word said
709
+ ftshootout
710
+ tim tebow
711
+ empathy
712
+ celebrities
713
+ zayn's PR team
714
+ zayn
715
+ canadian pm trudeau
716
+ canada
717
+ jules
718
+ friend
719
+ prince doing "baltimore"
720
+ those who lost loved ones
721
+ selena and abel
722
+ release music together
723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
+ russian officials
746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
+ a sweet coffee prize pack
767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
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805
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806
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807
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808
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809
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810
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811
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812
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813
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814
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815
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816
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818
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819
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820
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821
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822
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823
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824
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826
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827
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828
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829
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831
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832
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834
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836
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837
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839
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842
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843
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844
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845
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847
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848
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849
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851
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852
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854
+ cnn
855
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856
+ the red wings
857
+ emotions
858
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859
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860
+ election day
861
+ colonel sanders
862
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863
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864
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865
+ grease
866
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867
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868
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869
+ the president's motorcade
870
+ to be a las vegas girl
871
+ portia and ellen
872
+ ellentube
873
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874
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875
+ hero
876
+ a movie that delivers
877
+ running up to ppl's homes
878
+ it's dangerous
879
+ a free pair of limited-edition @georgehw bush socks
880
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881
+ her id
882
+ the white house
883
+ hamburg
884
+ hurt
885
+ gilmore girls
886
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887
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888
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889
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890
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891
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892
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893
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894
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895
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896
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897
+ divisive
898
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899
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900
+ the giant herd of star wars concert attendees
901
+ making their way to show
902
+ hockey
903
+ gordie howe hat trick
904
+ police
905
+ mjolnir
906
+ steve
907
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908
+ the family of seth thomas
909
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910
+ gig harbor
911
+ narrows airport in gig Harbor
912
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913
+ felicity jones
914
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915
+ prince of wales
916
+ @usher, @jimmyfallon, & @hamiltonmusical cast
917
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918
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919
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920
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921
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922
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923
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924
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925
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926
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927
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928
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929
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930
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931
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932
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933
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934
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935
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936
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937
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938
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939
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940
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941
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942
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943
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944
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945
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946
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947
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948
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949
+ amber waves of grain (i.e. barley)
950
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951
+ because this state celebrates our differences
952
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953
+ the uk
954
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955
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956
+ an instagram quality photo
957
+ 3 legs
958
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959
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960
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961
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962
+ 22
963
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964
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965
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966
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967
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968
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969
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970
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971
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972
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973
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974
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975
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976
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977
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978
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979
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980
+ out of the mountain of despair
981
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982
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983
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984
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985
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986
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987
+ the connection we shared
988
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989
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990
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991
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992
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993
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994
+ writing a bill with martin heinrich
995
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996
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997
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998
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999
+ 1am
1000
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1001
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1002
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1003
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1004
+ @thecauldron
1005
+ wayne's world
1006
+ the juggalo march
1007
+ in america
1008
+ the most anti-lgbtq+ presidential ticket in recent times
1009
+ your words mean nothing
1010
+ lee
1011
+ if he ever thought, "wow, you look familiar".
1012
+ zazie
1013
+ domino
1014
+ down to the beach
1015
+ aim
1016
+ the app
1017
+ the glory of the lord
1018
+ all flesh
1019
+ sarah jennifer parker and george malkemus
1020
+ sarah jennifer parker and george malkemus
1021
+ kanye
1022
+ dark skint multiracial wimmenz
1023
+ kyle chandler
1024
+ comey
1025
+ zac efron
1026
+ on the cheek
1027
+ nudes
1028
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1029
+ kanye
1030
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1031
+ slaughter the competition
1032
+ met gala
1033
+ america is trash
1034
+ 20
1035
+ new isles
1036
+ fast
1037
+ champagne
1038
+ autotune
1039
+ only sounds like autotune
1040
+ a free pass to laugh at someone's horrible musfortune
1041
+ someone's horrible musfortune
1042
+ kissed her
1043
+ 2016
1044
+ security guy
1045
+ lose it
1046
+ brunch
1047
+ the means of production
1048
+ dua lipa
1049
+ third
1050
+ shia labeouf
1051
+ singapur
1052
+ hope
1053
+ sarah wants someone to give her hope.
1054
+ kim kardashian west
1055
+ cashing her 80 million video game check
1056
+ spotify
1057
+ releasing her album
1058
+ benedict cumberbatch and a nice chap who plays tennis
1059
+ plays tennis
1060
+ alarming
1061
+ texting
1062
+ dunderswiftlin
1063
+ yepsls
1064
+ michelle rodriguez
1065
+ matt bomer
1066
+ b marshall
1067
+ the tweet is funny.
1068
+ a podium
1069
+ melissa mccarthy/sean spicer
1070
+ lowkey
1071
+ boogieman
1072
+ kenien
1073
+ opening this convo
1074
+ beautiful
1075
+ alabama
1076
+ black women
1077
+ the day we become silent about things that matter
1078
+ mlk
1079
+ red cross
1080
+ the people
1081
+ restaurant menu print business
1082
+ arkit eats
1083
+ the airwaves
1084
+ write a book or start a podcast
1085
+ pope
1086
+ tuesday
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