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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/bart-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: 35.95
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+ - name: ROUGE-L (Question Answering)
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+ type: rouge_l_question_answering
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+ value: 61.82
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+ - name: METEOR (Question Answering)
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+ type: meteor_question_answering
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+ value: 34.86
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+ - name: BERTScore (Question Answering)
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+ type: bertscore_question_answering
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+ value: 94.37
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+ - name: MoverScore (Question Answering)
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+ type: moverscore_question_answering
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+ value: 79.66
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+ - name: AnswerF1Score (Question Answering)
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+ type: answer_f1_score__question_answering
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+ value: 68.58
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+ - name: AnswerExactMatch (Question Answering)
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+ type: answer_exact_match_question_answering
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+ value: 50.54
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+ ---
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+
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+ # Model Card of `lmqg/bart-large-tweetqa-qa`
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+ This model is fine-tuned version of [facebook/bart-large](https://huggingface.co/facebook/bart-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:** [facebook/bart-large](https://huggingface.co/facebook/bart-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/bart-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/bart-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/bart-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 | 50.54 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | AnswerF1Score | 68.58 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | BERTScore | 94.37 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_1 | 59.01 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_2 | 49.88 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_3 | 41.7 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_4 | 35.95 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | METEOR | 34.86 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | MoverScore | 79.66 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | ROUGE_L | 61.82 | 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: facebook/bart-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: 32
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+ - lr: 1e-05
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+ - fp16: False
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+ - random_seed: 1
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+ - gradient_accumulation_steps: 2
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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/bart-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/bart-large-tweetqa-qa/best_model",
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  "activation_dropout": 0.1,
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  "activation_function": "gelu",
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  "add_bias_logits": false,
 
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  {
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+ "_name_or_path": "lmqg_output/bart-large-tweetqa-qa/model_cmzqsx/epoch_2",
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  "activation_dropout": 0.1,
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  "activation_function": "gelu",
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  "add_bias_logits": false,
eval/metric.first.answer.paragraph_question.answer.lmqg_qg_tweetqa.default.json ADDED
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+ {"validation": {"Bleu_1": 0.6017699115041932, "Bleu_2": 0.5146747771942256, "Bleu_3": 0.43079249665719227, "Bleu_4": 0.35886762158071245, "METEOR": 0.36146446611102423, "ROUGE_L": 0.6287626833120893, "BERTScore": 0.9414005632448811, "MoverScore": 0.8003894814325069, "AnswerF1Score": 69.71718122270593, "AnswerExactMatch": 53.95948434622468}, "test": {"Bleu_1": 0.5901366211260946, "Bleu_2": 0.49878805221333594, "Bleu_3": 0.41699456611290897, "Bleu_4": 0.35948740368160575, "METEOR": 0.3485675293591241, "ROUGE_L": 0.6182130879232641, "BERTScore": 0.9436713169736854, "MoverScore": 0.7966395228512606, "AnswerF1Score": 68.57645920870208, "AnswerExactMatch": 50.54031587697423}}
eval/samples.test.hyp.paragraph_question.answer.lmqg_qg_tweetqa.default.txt ADDED
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+ @darbooth
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+ 5 years
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+ 5
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+ 5 years in 5 seconds
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+ southwest air
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+ a select number of aircraft have been removed for maintenance checks
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+ crying
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+ why is she crying
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+ blank space
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+ taylor
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+ tomorrow
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+ 37500
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+ zach lowe
14
+ a straight face
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+ ebola
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+ after the flight
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+ 5%
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+ 25%
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+ Portland
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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 & 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
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+ picking cotton
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+ china
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+ the winners room
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+ at the top of a stair case
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+ southampton
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+ ticket refunds
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+ Entertainment Weekly
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+ 16
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+ an adult day care center
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+ the white house
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+ migrants and refugees
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+ serbia-croatia
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+ lauren hill
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+ kdemoff
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+ expression of regret
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+ not being able to do something
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+ the dumb media
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+ dumb
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+ consistency
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+ 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 the white house
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+ the white house
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+ one year
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+ one year later
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+ chris rock
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+ the oscars
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+ jharrison9292
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+ steelers
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+ demanding answers
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+ paul walkers
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+ he died
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+ talent
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+ a bad tragedy
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+ a good person
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+ the police don't know
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+ their stressful jobs
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+ a sandwich
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+ a broomstick
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+ megyn kelly
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+ @foxnews
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+ roger rees
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+ brilliant actor and colleague
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+ it will happen here
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+ the internet
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+ kkk jokes
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+ @khloekardashian
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+ 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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+ the prime minister
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+ the duke and duchess of cambridge
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+ it is disgusting
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+ nytimes
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+ bOOYAH
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+ zero guns, zero knives and 2 hands
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+ pOTUS
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+ he led and served our country
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+ she is dead
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+ eric the actor
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+ eric the actor
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+ the democrats
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+ that 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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+ june 20, 2016
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+ group b
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+ another spider-man movie reboot
111
+ josh peck and drake bell
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+ josh peck got married
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+ philly
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+ 1,000
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+ jacob lescenskii
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+ a huge impact
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+ 0
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+ 90 percent
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+ mosul
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+ idp camps
123
+ haradh hospital
124
+ 15
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+ every moment I exist is agony
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+ katy
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+ his son
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+ a couple of presents
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+ a couple of presents
130
+ new owners and management team
131
+ read all about it here
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+ caterham
133
+ he is questioning himself.
134
+ dummy reporter john heilemann
135
+ yvette clarke
136
+ rep john lewis
137
+ potus
138
+ for statement on nukes
139
+ spend less time voting
140
+ to spend less time voting in the senate
141
+ they said what so many of us want to say
142
+ khan's
143
+ presidential bling
144
+ campus
145
+ steve bannon
146
+ drafts
147
+ sacramento kings
148
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149
+ iran
150
+ the nuclear deal
151
+ counts
152
+ switzerland
153
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154
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155
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156
+ wilmariel and jason
157
+ orlando's Pulse nightclub vigil
158
+ chester bennington
159
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160
+ proper eyewear
161
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162
+ making the u.s. a. rich
163
+ inauguration
164
+ cleveland
165
+ tara the hero cat and family
166
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167
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168
+ colombian game
169
+ 2018
170
+ democrats
171
+ a Muslim
172
+ mosques
173
+ women
174
+ for perspective
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
+ zazie beetz
190
+ Deadpool
191
+ there is going to be a toy story
192
+ there is going to be a toy story
193
+ the school district
194
+ to get a diplomatic resolution
195
+ sanctions
196
+ beyonce
197
+ solar lanterns
198
+ climate action
199
+ at COP22
200
+ solar lanterns
201
+ the iraqi command
202
+ reclaim their territory from ISIL
203
+ kanye
204
+ lawyer, staFFmpeg and lawyer
205
+ beyonce
206
+ beyonce even falls on beat
207
+ basic human decency
208
+ ratings
209
+ basic human decency
210
+ work harder
211
+ four
212
+ the red state gathering
213
+ ben bradlee
214
+ jennifer aniston
215
+ justin theroux
216
+ beyonce
217
+ emmys
218
+ nytimes critic
219
+ shonda rhimes
220
+ #fantasticfour
221
+ charlotte
222
+ a flower
223
+ because he feels that we are all one
224
+ jesse williams
225
+ jonathan bennett
226
+ jonathan bennett
227
+ tomorrow morning
228
+ history
229
+ pioneers
230
+ 2015
231
+ boston
232
+ hillary clinton
233
+ philly
234
+ david burtka
235
+ in iran
236
+ over the weekend
237
+ in iran
238
+ from reds to braves
239
+ $14 million
240
+ Arkansas
241
+ August 4, 2014
242
+ two
243
+ the real Camelot
244
+ obama
245
+ holy cow
246
+ youtube
247
+ it felt like night
248
+ crickets
249
+ democrat 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
+ the uk
261
+ mcdonald's uk
262
+ uk
263
+ july 21, 2015
264
+ mcdonalds uk
265
+ the secret menu
266
+ mcdonald's uk
267
+ the culture
268
+ tucker carlson and steve hiltonx
269
+ blue
270
+ nicolespag
271
+ true blood
272
+ museum modern art
273
+ big bird and baby bear
274
+ dylan
275
+ her face
276
+ gwen stefani
277
+ leSean mccoy
278
+ the restaurant receipt thing
279
+ fidel castro
280
+ 3 minutes to midnight
281
+ executive director and publisher of thebulletin
282
+ 20 week abortion bans
283
+ unconstitutional
284
+ she kept her baby
285
+ her divine right to live
286
+ william
287
+ dolores
288
+ cheese dust
289
+ michelle obama
290
+ apples and oranges
291
+ orange
292
+ pistons
293
+ reggie jackson
294
+ millions march
295
+ in union square
296
+ silenced
297
+ to take nisa home
298
+ surabaya
299
+ a little creeped out
300
+ faceID
301
+ atlanta
302
+ home
303
+ atlanta
304
+ a stair master in hell
305
+ hell
306
+ a stair master in hell
307
+ backup QBs
308
+ patriots
309
+ black protester
310
+ 4
311
+ parents
312
+ many years
313
+ a significant milestone
314
+ beam
315
+ andre iguodala
316
+ kurt helin
317
+ facebook and twitter
318
+ russell crowe
319
+ prime minister nawaz Sharif
320
+ emotional things
321
+ never showed up for class
322
+ mariah carey
323
+ brazil
324
+ brazil
325
+ the golf course
326
+ jimmy
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
+ a tweet does not exist
338
+ a tweet does not exist
339
+ natural gas
340
+ 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
+ everyone here in vegas
348
+ everyone here in vegas
349
+ bloody republican lefties
350
+ on our money
351
+ eng
352
+ his organization
353
+ a league apology
354
+ the ballon d'or
355
+ second
356
+ syria
357
+ syria
358
+ rest in peace
359
+ Porto alegre
360
+ full house
361
+ slanderous
362
+ senator john mccain and all our veterans
363
+ kobani
364
+ kobani
365
+ the cops
366
+ wish him luck
367
+ wish him luck
368
+ the cops
369
+ nazis and hate
370
+ the swastika
371
+ uninvited guests
372
+ restaurants
373
+ dr pepper
374
+ RIP phIFE
375
+ coke
376
+ immigrants
377
+ sitting with family
378
+ a month and a day
379
+ the show
380
+ too busy pulling out pages on evolution
381
+ autographed it
382
+ his stick
383
+ young canucks fan
384
+ so he could be in front of nato group
385
+ Montenegro PM
386
+ romney
387
+ two
388
+ romney
389
+ romney
390
+ romney
391
+ romney
392
+ something back
393
+ luís figo
394
+ the tony awards
395
+ patti lupone
396
+ mourning
397
+ america
398
+ the president
399
+ prince
400
+ prince
401
+ the patriots
402
+ the nfl
403
+ rachel nichols
404
+ an apology
405
+ wind gusts
406
+ kenting
407
+ israel
408
+ warm friendship
409
+ the wall
410
+ negotiators can continue working on outstanding issues
411
+ thanksgiving
412
+ his father
413
+ two
414
+ start our holiday
415
+ a cat is out of a bag
416
+ very very happy
417
+ Andrew garfield
418
+ asian
419
+ a warm wind
420
+ 42 degrees celsius
421
+ yorktown
422
+ hamilton
423
+ danny granger/josh mRoberts
424
+ lebron james
425
+ why is it being retooled
426
+ it is being retooled
427
+ cesare prandelli
428
+ american horror story
429
+ to kill me
430
+ trying to kill me
431
+ liverpool
432
+ on sunday
433
+ anliverpool
434
+ liverpool
435
+ Sunday
436
+ shoreham
437
+ shoreham air show
438
+ liberty island
439
+ emergency personnel
440
+ solange
441
+ upload the audio to that elevator fight
442
+ fergie
443
+ milf money
444
+ annie and john glenn
445
+ john glenn
446
+ ariannahuff
447
+ because she is a dog
448
+ there was tremendous pressure.
449
+ durant
450
+ promoting an ad
451
+ shameful
452
+ tweet promoting an ad
453
+ t THC
454
+ 2.71 inches
455
+ almost 3 inches
456
+ as soon as tuesday
457
+ vegas
458
+ 2 hours
459
+ trafalgar square bookstore
460
+ mars
461
+ a man with no legs
462
+ legs
463
+ pac
464
+ I love him
465
+ he was gay.
466
+ lukas-podolski
467
+ the mets
468
+ confident
469
+ jdeezal
470
+ 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 things
481
+ in your honor
482
+ scientists and engineers
483
+ nhl contract
484
+ the flapanthers
485
+ her heart
486
+ mixed
487
+ the weather is cold.
488
+ half brother
489
+ the evacuated passengers
490
+ travelers beach hotel
491
+ travelers beach hotel
492
+ the evacuated passengers
493
+ unpredictable
494
+ being unpredictable
495
+ anaconda
496
+ choreo and vid of the year
497
+ to express support
498
+ we appreciate it
499
+ jeb bush
500
+ special interest
501
+ us embassy in france
502
+ #je suischarlie
503
+ cpd
504
+ 970
505
+ hillary clinton
506
+ April 12, 2015
507
+ the oscars
508
+ 2015
509
+ mtv
510
+ you never monkey with the truth
511
+ ben bradlee
512
+ the truth
513
+ ben bradlee
514
+ he feels misunderstood
515
+ responded to a specific tweet
516
+ 74
517
+ muhammad ali
518
+ the cowards
519
+ he passed
520
+ susan pictures
521
+ steve iris
522
+ a new type
523
+ the 787
524
+ the bachelor finale
525
+ last night's bachelor finale
526
+ amazon and iTunes
527
+ our fans
528
+ beyonce
529
+ twins
530
+ 20 years ago
531
+ the notorious b.I.G
532
+ always have been
533
+ pretty private
534
+ the democrats
535
+ shutdown
536
+ at a time we need it most
537
+ june 30, 2014
538
+ #homesweethome
539
+ bullying
540
+ lavernecox
541
+ jeff flake
542
+ stan freberg
543
+ stan freberg
544
+ 269
545
+ fcbarcelona
546
+ kris jenner
547
+ kris jenner
548
+ @apple
549
+ the biggest, coolest, sexiest, funnest
550
+ gwen stefani
551
+ whoever did her face
552
+ lost contact of mh17
553
+ over ukrainian airspace
554
+ us presidents
555
+ three
556
+ go black
557
+ dean
558
+ posting extra hard
559
+ posting extra hard
560
+ shooting
561
+ charlotte
562
+ giving cars away
563
+ cars
564
+ a family to feed
565
+ their privilege
566
+ barbie
567
+ buy her daughter a barbie
568
+ kat graham and dshippjr
569
+ to code
570
+ STEM
571
+ he will be treated like a king
572
+ justin
573
+ check the forecast
574
+ i-24 in kentucky
575
+ rakim kane kRS
576
+ all the people that have inspired him
577
+ buzzfeed team
578
+ buzzfeed team
579
+ buzzfeed
580
+ on an amazing November
581
+ delusion
582
+ ted cruz
583
+ passive aggressiveness
584
+ her daughter
585
+ in vegas
586
+ dwyane wade
587
+ vfwmane event
588
+ #vfwmane event
589
+ before
590
+ #vfwmaneevent
591
+ disappointed
592
+ rickie fowler
593
+ cannot conclude
594
+ cannot conclude
595
+ the tony awards press room
596
+ she is thanking people
597
+ twice as good
598
+ half as much
599
+ Simply beautiful
600
+ george
601
+ super bowl47
602
+ 47
603
+ acoustic
604
+ lady gaga
605
+ to its core mission
606
+ today
607
+ the SEC championship game
608
+ jim m elwain
609
+ wash mystics
610
+ chicago
611
+ Bulls fans
612
+ st louis blues camp
613
+ a Stanley cup
614
+ he passed away
615
+ all
616
+ to win the arc
617
+ francegalop
618
+ yuichi fukuunaga
619
+ kuzma
620
+ vote your conscience
621
+ hillary clinton
622
+ a pep talk
623
+ a pep talk from the Hanson brothers
624
+ hanson brothers
625
+ johnstown, pittsburgh
626
+ tsarnaev
627
+ rolling stone
628
+ nepal
629
+ reach out to those affected
630
+ marcus morris
631
+ aaron 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
+ hulk earrings
639
+ hulk
640
+ bill murray
641
+ x's victory
642
+ x's victory
643
+ bill murray
644
+ trump's jock
645
+ mccain's or kasich's socks
646
+ chiraq
647
+ sexualizing and making a comedy out of gun violence
648
+ leslie jones
649
+ arrest and prosecuted
650
+ all
651
+ a 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
+ tomorrow
660
+ midnight
661
+ as president
662
+ russia
663
+ russia
664
+ raiseyourpencilforfreedom
665
+ andre lesnie
666
+ humor and love
667
+ coaches
668
+ geno auriemma
669
+ dunkin donuts
670
+ starbucks
671
+ hassan Rouhani
672
+ second term
673
+ extratv
674
+ a cheese baby
675
+ pregnancy
676
+ iowa
677
+ a van
678
+ heat
679
+ model
680
+ california
681
+ change
682
+ that it would benefit the wealthy over the middle class
683
+ hawaii
684
+ the law will take effect on January 3, 2016
685
+ reporting them
686
+ rape
687
+ the best designer
688
+ the best designer
689
+ 4-3-3
690
+ 4-3-3
691
+ j_klinsmann
692
+ j_klinsmann
693
+ congressman john lewis
694
+ john lewis
695
+ mike munchak
696
+ 5 hours
697
+ copper breaks state park
698
+ grasshoppers and beetles
699
+ justin kirkland
700
+ Raven gates
701
+ from subway rides to bowling alley
702
+ footseps
703
+ political
704
+ in the upcoming weeks
705
+ a sniper, brave, and a neighbor
706
+ 7k miles
707
+ in homage
708
+ super bowl and halftime show
709
+ prince william and harry
710
+ their father
711
+ the prince of wales
712
+ william and harry
713
+ police
714
+ the police were saving you
715
+ himself and obama
716
+ racial animus
717
+ "Hijacking"
718
+ Ethiopian Airlines
719
+ josh gad
720
+ rance hHoward
721
+ your support
722
+ lunch time
723
+ the skin
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
+ everything works out in the end
735
+ she's sorry about that
736
+ pittsburg
737
+ new york slough
738
+ goalless
739
+ fc bayern
740
+ on the phone
741
+ july
742
+ the wall was not properly funded
743
+ daca
744
+ the wall
745
+ pregnant
746
+ where are the pics?
747
+ movie going experience
748
+ AMC
749
+ as much as poss.
750
+ meaningful things
751
+ emotional
752
+ hectoring and yelling at me
753
+ hectoring and yelling
754
+ syrian envoy to the UNSC
755
+ fallujah, iran
756
+ indian PMU
757
+ fallujah, iran
758
+ ramsey
759
+ in a movie
760
+ unpaid
761
+ paternity leave
762
+ mamaJune
763
+ introducing the new me
764
+ raise your hand
765
+ because academia
766
+ sandra bernhard
767
+ sands hotel in vegas
768
+ be there
769
+ 3 republicans and 48 democrats
770
+ joe biden
771
+ paul ryan
772
+ adidas
773
+ #bringbackourchildhood
774
+ 1.5m
775
+ obesity
776
+ addicts to drugs and alcohol
777
+ the beatles
778
+ the sing premiere
779
+ the portraits/art, headline and intro
780
+ janet mock
781
+ grace lewis whitney
782
+ paul cornell
783
+ the new george michael single
784
+ george michael
785
+ after the fantasy draft
786
+ honda
787
+ he smiled
788
+ the hollywood bowl
789
+ the browns
790
+ colin kaepernick
791
+ ruby rose
792
+ social media
793
+ new york rangers
794
+ tbay
795
+ a gym
796
+ motion
797
+ senator john mccain
798
+ meghan mccain
799
+ gaby amarantos
800
+ @gabyamarantos @tottustu
801
+ ciara
802
+ baby future
803
+ loss of life
804
+ attack this morning on the UN
805
+ zordon
806
+ power rangers
807
+ julie
808
+ for his and many others safety
809
+ nigerians and people around the world
810
+ #bringbackourgirls
811
+ @senrand paul
812
+ tweet
813
+ fake news
814
+ assad
815
+ great
816
+ a beautiful picture
817
+ mohammed bin zayed
818
+ Ministers
819
+ with a spirit of change and progress
820
+ new ministers
821
+ lakers
822
+ 2018 free agency
823
+ louis
824
+ nba
825
+ Pacers and clippers
826
+ lorde
827
+ snl
828
+ she has never/will never
829
+ alan rickman
830
+ a funny and engaging person
831
+ dana harper music
832
+ season 11
833
+ greg schiano
834
+ three
835
+ death row records
836
+ beats by dre
837
+ beats by dre
838
+ michael jackson
839
+ james bond
840
+ this is where the trump budget belongs.
841
+ the house of representatives
842
+ 66-57
843
+ flint
844
+ political statements and finger pointing
845
+ long shirts
846
+ find her
847
+ mama
848
+ tapping
849
+ tapping
850
+ arthur schwarzenegger
851
+ swamped
852
+ 6 months
853
+ legalize DACA
854
+ beyonce
855
+ the super bowl
856
+ black
857
+ american
858
+ how to sit like a lady
859
+ miss america
860
+ south korean president moon jae-in
861
+ pyeongchang2018
862
+ to the # emma
863
+ bringing a flask to the
864
+ sad
865
+ exclamation points
866
+ strong
867
+ twitter
868
+ heaven
869
+ little jimmy Dickens
870
+ pickin & grinnin
871
+ heaven
872
+ hillary clinton
873
+ coal country
874
+ oliver sacks
875
+ beautiful minerals
876
+ it's bear cam time
877
+ all year for this
878
+ exploreorg
879
+ music
880
+ the voice
881
+ cavs
882
+ the website
883
+ pharrell
884
+ nasa and/or fort meade public affairs
885
+ donald trump
886
+ the confidence
887
+ 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
+ google maps
897
+ pacman
898
+ cnn
899
+ louis
900
+ her/him
901
+ 5 minutes
902
+ minion soccer
903
+ minion soccer
904
+ 5 minutes
905
+ ed sheeran
906
+ game of thrones
907
+ the shark
908
+ ed sheeran
909
+ hats
910
+ pharrell's hat
911
+ alex gavan
912
+ search and rescued victims
913
+ he said he was effortlessly golden
914
+ rippaulwalker
915
+ being effortlessly golden
916
+ effortlessly golden
917
+ rippaulwalker
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
+ 10:10 am
929
+ being shocked he won
930
+ every article said it was surprising
931
+ 6
932
+ a boulder
933
+ philae
934
+ chester bennington's passing
935
+ chester bennington
936
+ cousin
937
+ 4 boys
938
+ gaza beach
939
+ loving the pictures
940
+ @si_swimsuit
941
+ Messiah
942
+ Messiah
943
+ agree to an interview and a major photo shoot
944
+ cross dressing
945
+ gop
946
+ luis figo
947
+ fifa president
948
+ joseph fiennes
949
+ justin bieber
950
+ selena gomez
951
+ laVar ball
952
+ charles Barkley
953
+ religion
954
+ yaya toure
955
+ death
956
+ selling cigs by the single
957
+ men
958
+ julienblanc
959
+ Scenes from the book
960
+ 50 shades
961
+ earthquake
962
+ october 30, 2016
963
+ rockefeller center
964
+ PACMAN
965
+ the highway
966
+ bonnieville & etown
967
+ when he started to run for president
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
+ charlie
975
+ houston
976
+ $500,000
977
+ the brain
978
+ human rights issues
979
+ christina aguilera's face
980
+ christina aguilera
981
+ will smith
982
+ new orleans
983
+ those pesky products on high shelves
984
+ bouncy aisles
985
+ superior Ct
986
+ for removing pane of slaves picking cotton
987
+ germany and ghania
988
+ rand paul
989
+ for the good of the party
990
+ 14,000
991
+ late-November/late-December
992
+ late-November/late-December
993
+ late-November/late-December
994
+ late-November/late-December
995
+ late-November/late-December
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
+ streamlining of the annulment process
1004
+ the annulment process
1005
+ francis
1006
+ made his own
1007
+ it's okay
1008
+ a bowling alley
1009
+ the angle she is taking
1010
+ mel Tillis
1011
+ good luck with this guys
1012
+ cantor
1013
+ the knicks
1014
+ center
1015
+ germany
1016
+ underpants
1017
+ her hair
1018
+ university of washington
1019
+ gay people
1020
+ people
1021
+ weather
1022
+ a pizza party
1023
+ anti-racist with humour
1024
+ mario balotelli
1025
+ ethnic and religious groups
1026
+ a movie
1027
+ she had an abortion
1028
+ being openly heterosexual
1029
+ matt damon
1030
+ pence
1031
+ it isn't feasible
1032
+ push her head down
1033
+ james franco
1034
+ they have to be aware
1035
+ classy
1036
+ #rupertsfault
1037
+ christian
1038
+ 10pm
1039
+ the fake news with ted nelms
1040
+ pressing the wrong button
1041
+ man
1042
+ march 15, 2015
1043
+ mike porcaro
1044
+ he said it was funny.
1045
+ that power
1046
+ meryl
1047
+ take her seat any time
1048
+ his spouse or anyone's kids
1049
+ ted cruz
1050
+ it's not acceptable to attack anyone's spouse or anyone's kids
1051
+ 2007
1052
+ letterman
1053
+ the dial
1054
+ take over
1055
+ the twizzler challenge
1056
+ 2 black holes merging into 1
1057
+ cyberchallenge
1058
+ orange
1059
+ white supremacists
1060
+ the president
1061
+ before they die
1062
+ reporters
1063
+ some memes
1064
+ lady gaga's oscars look
1065
+ my children
1066
+ venomous
1067
+ fia16
1068
+ a380
1069
+ do exactly what they say
1070
+ terrorists
1071
+ empire
1072
+ one of the episodes
1073
+ stay safe and stay warm
1074
+ tomorrow
1075
+ everybody
1076
+ never consciously think of your swing
1077
+ rory
1078
+ senate maj ldr mcconnell
1079
+ 7 years
1080
+ cindymannings
1081
+ rahman suspects
1082
+ facebook
1083
+ facebook down
1084
+ a great healthcare plan
1085
+ a great healthcare plan
1086
+ get together and piece together
1087
+ toffs
1088
+ transparency
1089
+ there is not a tweet here
1090
+ new york police department
1091
+ officer brian moore
1092
+ Nearly 200
1093
+ phasing down hFCs
1094
+ leonard
1095
+ chris hadfield
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 lang
1106
+ bruce jenner
1107
+ the globe
1108
+ the power of laughter
1109
+ get out and vote
1110
+ jon ossoff doesn't even live in the district
1111
+ facebook
1112
+ how to survive
1113
+ sorority
1114
+ looking like a grandmother
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
+ baking
1122
+ 狸始め
1123
+ baking
1124
+ september 24, 2014
1125
+ nine matches
1126
+ four months
1127
+ bETAwards
1128
+ during jay z and beyonce clip
1129
+ pk
1130
+ navy seals
1131
+ 15 years
1132
+ the u.s.
1133
+ Anna kendrick47 andkellanlutz
1134
+ she ship them
1135
+ sam tageson
1136
+ what you have
1137
+ his loved ones
1138
+ the strength that his loved ones give
1139
+ pratt
1140
+ spielberg
1141
+ a partisan
1142
+ grand slam
1143
+ netflix
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
1152
+ better and stronger trade deals
1153
+ flint
1154
+ flint
1155
+ january 24, 2016
1156
+ a shark
1157
+ the bachelor producers
1158
+ dem
1159
+ a jackass
1160
+ rape
1161
+ hollywood/media
1162
+ tomi lahren
1163
+ obamacare
1164
+ gender
1165
+ gendered
1166
+ cup holders
1167
+ movie theater and airplane
1168
+ impeachment of trump
1169
+ plays racist calls
1170
+ defending champ murray
1171
+ dimitrov
1172
+ paul walkerfdn
1173
+ paul walkerfdn
1174
+ ebola
1175
+ winnipeg
1176
+ Kampala Serena
1177
+ that it is solar
1178
+ kampala Serena
1179
+ all humanity
1180
+ the wheel of fortune
1181
+ a plane
1182
+ a plane has 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
+ mike brown
1190
+ to the movement house
1191
+ some farmers
1192
+ plowing up dirt
1193
+ creme eggs
1194
+ kim kardashian pierced her daughters ears
1195
+ kim kardashian
1196
+ justin bieber
1197
+ my myspace
1198
+ margot
1199
+ he is doing something
1200
+ the national weather service map
1201
+ serving something more important than himself
1202
+ john mccain
1203
+ a bit player
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1
+ megyn kelly
2
+ what is her hidden agenda
3
+ a lot of people
4
+ coachella
5
+ a very good role model
6
+ a very good golfer
7
+ natalie portman
8
+ saturday night live
9
+ self
10
+ trump
11
+ full of spice and a great rack
12
+ shower
13
+ saturday night live
14
+ 3 years
15
+ who she is
16
+ trump
17
+ he doesn't care about black people
18
+ freedom
19
+ 5 years ago
20
+ the bachelor
21
+ basketball
22
+ we win
23
+ thoughtful, committed
24
+ a small group
25
+ to love
26
+ to hate
27
+ ryan
28
+ jazz
29
+ stay in your seat, kanye
30
+ stay in your seat, kanye
31
+ his dad
32
+ his first celtics jersey
33
+ the children
34
+ heteronormative
35
+ barack obama
36
+ #obamaday
37
+ the candle
38
+ having a peach candle
39
+ neil portnow
40
+ women
41
+ abuse of power
42
+ baton rouge
43
+ black panther
44
+ a deep bench of memorable characters
45
+ hidden figures
46
+ michael keaton
47
+ $1
48
+ smosh
49
+ spider mable
50
+ black cat
51
+ nate
52
+ 14
53
+ blue wonderful
54
+ sunset strip
55
+ keeganallen
56
+ verizon strike
57
+ downtown boston
58
+ martin luther king
59
+ the play
60
+ very excited
61
+ two
62
+ bodega
63
+ a no-move clause
64
+ three
65
+ a magazine
66
+ his shirt
67
+ time
68
+ apology
69
+ zero
70
+ @cnn
71
+ the dog
72
+ the right thing
73
+ cnn
74
+ a panel
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
+ bar
84
+ @alessiacara
85
+ the crowd
86
+ @dove
87
+ @espnw #1 in 2017
88
+ @espnw #1 in 2017
89
+ Erdogan
90
+ abuse
91
+ a copy
92
+ donald trump
93
+ lisa kudrow
94
+ smelly cat
95
+ it takes a village
96
+ 1997
97
+ the arena
98
+ vancouver
99
+ the moon.
100
+ a reaction to a star
101
+ 61 years
102
+ europe
103
+ the word
104
+ the movie
105
+ @davidlevitz
106
+ stick together
107
+ @ellingyelling
108
+ stunts
109
+ until we are old enough to vote
110
+ mayor mark
111
+ the white house
112
+ @nscpress
113
+ 6,000
114
+ black
115
+ chicago
116
+ white
117
+ ex-military
118
+ deprogram
119
+ to protect the american people
120
+ america first
121
+ congress
122
+ a great start
123
+ massive expansion of retraining and counseling
124
+ police force
125
+ @usatopinion
126
+ no surprise
127
+ cellphones
128
+ patrols
129
+ chrisrock
130
+ chrisrock
131
+ iroquois high school
132
+ grace aroune
133
+ kevloria discovery
134
+ kevloria discovery
135
+ chris hemsworth
136
+ a sweet viennese waltz
137
+ golden ticket
138
+ james comey
139
+ the press
140
+ billie jean king
141
+ a little girl
142
+ kerry washington
143
+ red
144
+ a jury
145
+ murder
146
+ krypton
147
+ krypton
148
+ paul george
149
+ @tmobile custs
150
+ golden globes
151
+ cathy lanier
152
+ 26 years
153
+ paris
154
+ u2
155
+ buckingham palace
156
+ the royal air force
157
+ the fbi
158
+ an amazing video
159
+ class of 2017
160
+ 9
161
+ tinder
162
+ meet people and have dates
163
+ a president
164
+ down the road
165
+ the economy and AHCA
166
+ he is making things better.
167
+ the media
168
+ dccomics
169
+ 2 years
170
+ anthony mackie
171
+ 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
+ ferrari
181
+ apple watch
182
+ dunkirk
183
+ are u going to die in the dunkirk
184
+ senator gillibrand
185
+ senator gillibrand
186
+ a sad story
187
+ arie
188
+ 17 hours
189
+ power
190
+ Oprah
191
+ juggling
192
+ 7 and 48 wounded
193
+ the mayor of london
194
+ WMU football
195
+ bb
196
+ a thousand notes
197
+ breaking bad
198
+ 2008-13
199
+ mcnugga
200
+ mcnugga
201
+ five
202
+ coldplay
203
+ this secret
204
+ better and better
205
+ 32 miles
206
+ helicopter pilot
207
+ best day of our lives
208
+ kind words
209
+ purple
210
+ kate gosselin
211
+ rock the casbah
212
+ bill murray
213
+ impassioned
214
+ texas
215
+ billboard
216
+ break free
217
+ everybody must vote
218
+ alabama
219
+ build the wall
220
+ summer
221
+ zendaya
222
+ miranda
223
+ a pretty pink ring
224
+ more shootings and more death
225
+ more
226
+ sundance
227
+ switzerland
228
+ thinkpieces from fyre festival attendees
229
+ fyre festival
230
+ governor jay nixon
231
+ why are the appearances canceled?
232
+ steve bannon
233
+ casting zoe saldana
234
+ zoe saldana
235
+ gold
236
+ charlie coyle
237
+ charlie coyle
238
+ during the first intermission
239
+ the new addition to the zamboni
240
+ donald trump
241
+ pizza rat
242
+ bylsma
243
+ malkin and crosby
244
+ beyonce get here
245
+ landondonovan
246
+ @lagalaxy
247
+ dershowitz
248
+ cassell
249
+ living his best super bowl ever
250
+ dancing
251
+ martin luther king jr
252
+ love
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
+ obamas
264
+ the nicest
265
+ undermining democracies all over the world
266
+ Sherlock Holmes
267
+ doris roberts
268
+ death
269
+ london
270
+ no frauds
271
+ lebron 9
272
+ Carlton
273
+ hotline bling
274
+ 657
275
+ k
276
+ westgate
277
+ westgate
278
+ duchess of cambridge
279
+ they love it
280
+ ed sheeran
281
+ the riverlands
282
+ ed sheeran
283
+ gossip girl
284
+ anxiety
285
+ faith
286
+ 1903
287
+ 1883
288
+ @isaac_h_wright
289
+ australia
290
+ the best
291
+ being his number one cheerleader
292
+ a tickle
293
+ manilla
294
+ biden
295
+ everything she wants to say
296
+ it is a lie.
297
+ brangelina
298
+ iowa flag
299
+ at midfield
300
+ senator rand paul
301
+ 4/25
302
+ two more years
303
+ sharks
304
+ the national anthem
305
+ houston
306
+ excitement
307
+ bio
308
+ y'all
309
+ corinne foxx
310
+ miss golden globes 2016
311
+ a meme
312
+ driving students around
313
+ pCL
314
+ michael phelps
315
+ @kDTrey5 and @deandrejordan6
316
+ james harden
317
+ the Browns win or the end of the season
318
+ for clarification
319
+ nail polish
320
+ theshoe
321
+ they are just wrapped in a circle of paranoia
322
+ a cafe
323
+ local
324
+ rogers
325
+ pat quinn way and griffiths way
326
+ tick "white British"
327
+ from now on
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
+ gala gadot
337
+ martin
338
+ on the goals
339
+ the rink
340
+ 1032 am
341
+ obama
342
+ just how good we had it
343
+ women's uk hockey
344
+ gordon hayward
345
+ l.a.
346
+ preacher lawson
347
+ @tyrabanks
348
+ greg cosell
349
+ football
350
+ sacramento
351
+ lindsay ell
352
+ drama
353
+ julie party
354
+ he is risen
355
+ a candy egg delivering plushy bunny
356
+ thanksgiving
357
+ the ones who have eggs as their profile pics
358
+ a daughter
359
+ liam payne
360
+ artist
361
+ hate speech
362
+ king hall
363
+ canucks
364
+ pat quinn
365
+ mlk
366
+ MLK day
367
+ through hard times in his life
368
+ his place in tennessee
369
+ the maks
370
+ maksim c
371
+ section 104
372
+ hemsworth
373
+ ruffalo
374
+ being an auctioneer
375
+ halloween
376
+ harden
377
+ two offensive fouls
378
+ @galgadot
379
+ chris hemsworth
380
+ nick kroll and stephen at home
381
+ david letterman
382
+ Fred armisen
383
+ difficult people
384
+ 160 characters
385
+ 200
386
+ jimmy kimmel
387
+ for the effort
388
+ grace vanderwaal
389
+ made her famous
390
+ mr. alcohol
391
+ emilia clair
392
+ eyes to see
393
+ a dream
394
+ a police man
395
+ right now
396
+ hurricane harvey
397
+ mike nichols
398
+ his comedy albums
399
+ two scarves and a jacket
400
+ june
401
+ shia la beouf
402
+ manipulated and orchestrated
403
+ she is absolutely beside herself
404
+ hopeful
405
+ kermit the frog
406
+ a song
407
+ violence
408
+ short skirt
409
+ chrissy teigen
410
+ kim kardashian
411
+ doloresoriordan
412
+ a love for music
413
+ dylan
414
+ rumors
415
+ paul mccartney
416
+ a career
417
+ contempt
418
+ billionaire
419
+ donald glover
420
+ hans solon
421
+ ed sheeran
422
+ ask sheev
423
+ olympics
424
+ usa
425
+ nola
426
+ Joel embiid
427
+ the covfefe of strangers
428
+ covfefe
429
+ @anncoulter
430
+ right now
431
+ dave mustaine
432
+ star trek
433
+ in the middle of the night
434
+ alabama
435
+ everyone
436
+ all
437
+ a bow
438
+ she does things on her own time
439
+ low
440
+ honor two more legends of our sport
441
+ sport
442
+ george r. martin
443
+ a heart attack
444
+ larry
445
+ make it about larry
446
+ trump
447
+ mr burns
448
+ megyn kelly
449
+ a lightweight reporter
450
+ to speak in vague but bombastic generalities
451
+ vague but bombastic
452
+ patricia arquette
453
+ half
454
+ celo
455
+ an MK purse
456
+ sdcc 2
457
+ starwars
458
+ eagles fans
459
+ 80
460
+ mesh & booty shorts
461
+ ivy park
462
+ logic301
463
+ blake lively
464
+ he is feeling sad.
465
+ chrissy teigen
466
+ 150
467
+ henry cavill's mustache
468
+ henry cavill
469
+ trevor story
470
+ rockies
471
+ donna the elephant
472
+ nervous
473
+ luke donald
474
+ wine
475
+ she can't wait
476
+ writing raps
477
+ la
478
+ john boyega
479
+ in an airport
480
+ listen to beyonce
481
+ larry
482
+ harry
483
+ tweet did not show
484
+ tweet did not show
485
+ a rematch
486
+ matthew perry
487
+ a year and a half
488
+ making a record
489
+ warren and faye
490
+ warren and faye
491
+ beauty and the beast
492
+ gay
493
+ space jam
494
+ kentucky
495
+ the upper hand
496
+ beyhive
497
+ Paramount and Warners execs
498
+ imagining Paramount and Warners execs screaming at each other
499
+ luke Skywalker
500
+ the character work
501
+ 1997
502
+ hiv/AIDS
503
+ nhl management
504
+ 'st. Thomas','santa Claus' and cheese pasta
505
+ introducing their newest custom-painted aircraft
506
+ Disney's frozen
507
+ do ya think I'm sexy
508
+ republic records
509
+ trump burger
510
+ trump burger
511
+ donald trump
512
+ five
513
+ istanbul
514
+ turkey and greece
515
+ sanders
516
+ 94 crime bill
517
+ the halftime show
518
+ lady gaga
519
+ south carolina, south dakota and u Utah
520
+ president
521
+ paul feig
522
+ all-female
523
+ alice oswalt
524
+ the universe
525
+ timberlake
526
+ a country album
527
+ hBO is done with the nhl
528
+ 24/7 series
529
+ 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
+ chrissy teigen
540
+ jonathan drouin
541
+ will play on the trip
542
+ joss whedon
543
+ batgirl
544
+ bryzgalov
545
+ nhl allstar
546
+ the words
547
+ their future VPOTUS
548
+ johnlegend
549
+ london
550
+ Ariana
551
+ gay men
552
+ aIM broke up
553
+ amanda berry
554
+ cleveland
555
+ ann coulter
556
+ delta
557
+ johnny depp
558
+ he is wearing an outfit he found in jenny depp's goodwill donation bag
559
+ kellyanne conway
560
+ the warriors
561
+ jim buss
562
+ kobe bryant
563
+ john williams
564
+ short film 'come swim'
565
+ kristen steward
566
+ madison square garden
567
+ lacey holsworth and her family
568
+ cavs
569
+ cavs
570
+ lebron james
571
+ lebron james and michael jordan
572
+ lebron
573
+ sad
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 weeks
581
+ introduce you to Harry, Ginny and albus Potter
582
+ harry, ginny and albus potter
583
+ houston and brown
584
+ tom hiddleston
585
+ seven minutes
586
+ the pens locker room
587
+ live look in
588
+ their mouths
589
+ prayers & hymns
590
+ Hanzal
591
+ boedker
592
+ louis
593
+ katebolduan
594
+ m Ming Xi
595
+ leslie odom, jr
596
+ liberation station
597
+ wiggins
598
+ 106-106
599
+ 106-106
600
+ kemba
601
+ macedonian
602
+ for taking a photo
603
+ madonna
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
+ gryffindor and ravenclaw
615
+ Gryffindor and ravenclaw
616
+ mad black thot
617
+ she has an album.
618
+ harlots
619
+ romphim
620
+ Raven and nick
621
+ donald gets things done
622
+ melania trump
623
+ the Canadian anthem
624
+ held a card up
625
+ anyone a winner
626
+ she's messing with me
627
+ michael dal colle
628
+ sonny milano
629
+ trump
630
+ possession of controlled substance while entering Canada
631
+ canada
632
+ 250k
633
+ nashville
634
+ taylor
635
+ white
636
+ because of race
637
+ kukkatori
638
+ kukkatori
639
+ residente's verse on immigrants
640
+ wrote my way out
641
+ david cassidy
642
+ proud and honored
643
+ maya angelou
644
+ caged bird
645
+ Less than one year old
646
+ slow it down
647
+ sweden
648
+ the new agency
649
+ gilmore girls
650
+ gilmore girls
651
+ 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
+ the cops
661
+ he told him he was in wrong skin
662
+ she got beat up
663
+ outside
664
+ say anything negative about curry
665
+ shutup and enjoy the show
666
+ golden globes
667
+ black
668
+ abc
669
+ arie
670
+ justin bieber
671
+ nae nae
672
+ jeff gorton
673
+ 11
674
+ the final five
675
+ the floor
676
+ office workers
677
+ san Bernardino
678
+ r-word
679
+ paper towns
680
+ a waterbottle
681
+ downton abbey
682
+ paul walkers
683
+ paul walkers death
684
+ criticsChoice
685
+ 9460 wilshire boulevard
686
+ screenshot
687
+ the bachelor
688
+ livia from the bachelor
689
+ steal people's boyfriends
690
+ you ruined her morals
691
+ a blister
692
+ kotex
693
+ his family
694
+ he spent yesterday with his family
695
+ casino boat
696
+ 50 people
697
+ our troops
698
+ the red carpet
699
+ big
700
+ kim kardashian's ass
701
+ patriots
702
+ paul, noma and cherrelle
703
+ harry potter play
704
+ hugh jackman
705
+ gap toothed
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716
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718
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719
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720
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721
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722
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727
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733
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756
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757
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758
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759
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763
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764
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765
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766
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769
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771
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777
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784
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813
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814
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819
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858
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862
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863
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864
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865
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866
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867
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871
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872
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890
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895
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896
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899
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908
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911
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975
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979
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981
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983
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986
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987
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1000
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1001
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1002
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1003
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1004
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1005
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1006
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1007
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1008
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1009
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1010
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1011
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1012
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1013
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1014
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1015
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1016
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1017
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1018
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1020
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1021
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1022
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1023
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1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1035
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1036
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1037
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1038
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1039
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1040
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1041
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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1053
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1054
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1055
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1056
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1057
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1058
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1059
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1060
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1061
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1062
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1063
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1064
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1065
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1066
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1067
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1068
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1069
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1070
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1071
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1072
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1073
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1074
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1075
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1076
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1077
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1079
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1080
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1081
+ restaurant menu print business
1082
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+ the airwaves
1084
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1085
+ young pope
1086
+ the time of day
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