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-small-tweetqa-question-answering
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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
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+ type: bleu4
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+ value: 23.73
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+ - name: ROUGE-L
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+ type: rouge-l
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+ value: 49.86
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+ - name: METEOR
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+ type: meteor
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+ value: 27.89
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+ - name: BERTScore
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+ type: bertscore
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+ value: 92.19
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+ - name: MoverScore
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+ type: moverscore
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+ value: 74.57
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+ - name: AnswerF1Score (Question Answering)
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+ type: answer_f1_score_question_answering
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+ value: 56.12
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+ - name: AnswerExactMatch (Question Answering)
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+ type: answer_exact_match_question_answering
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+ value: 38.49
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+ ---
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+
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+ # Model Card of `lmqg/t5-small-tweetqa-question-answering`
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+ This model is fine-tuned version of [t5-small](https://huggingface.co/t5-small) 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-small](https://huggingface.co/t5-small)
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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-small-tweetqa-question-answering")
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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-small-tweetqa-question-answering")
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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-small-tweetqa-question-answering/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 | 38.49 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | AnswerF1Score | 56.12 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | BERTScore | 92.19 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_1 | 45.54 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_2 | 37.38 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_3 | 29.91 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | Bleu_4 | 23.73 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | METEOR | 27.89 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | MoverScore | 74.57 | default | [lmqg/qg_tweetqa](https://huggingface.co/datasets/lmqg/qg_tweetqa) |
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+ | ROUGE_L | 49.86 | 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-small
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+ - max_length: 512
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+ - max_length_output: 32
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+ - epoch: 7
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+ - batch: 64
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+ - lr: 0.0001
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+ - fp16: False
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+ - random_seed: 1
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+ - gradient_accumulation_steps: 1
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+ - label_smoothing: 0.0
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+
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+ The full configuration can be found at [fine-tuning config file](https://huggingface.co/lmqg/t5-small-tweetqa-question-answering/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-small-tweetqa-question-answering/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-small-tweetqa-question-answering/model_mzgdpa/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": 0.47089578250245, "Bleu_2": 0.3797371181248531, "Bleu_3": 0.2976076046532225, "Bleu_4": 0.2319918190412801, "METEOR": 0.3000927899607431, "ROUGE_L": 0.5265548484424236, "BERTScore": 0.922513228589, "MoverScore": 0.7559885518532766, "AnswerF1Score": 58.571775574537945, "AnswerExactMatch": 42.63351749539595}, "test": {"Bleu_1": 0.45536828963781045, "Bleu_2": 0.37380235528729455, "Bleu_3": 0.2990952891683446, "Bleu_4": 0.23729833829185143, "METEOR": 0.27892059970274435, "ROUGE_L": 0.4985775860717958, "BERTScore": 0.9218931387388399, "MoverScore": 0.74573146129411, "AnswerF1Score": 56.116089276937124, "AnswerExactMatch": 38.487115544472154}}
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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+ southwest air
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+ a select number of aircraft have been removed from service for maintenance checks
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+ rying
8
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14
+ league has never made 1 rule change
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16
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17
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18
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19
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21
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22
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23
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26
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+ a shame the white house has become an adult day care center
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+ croatia
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+ Serbia-croatia border
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+ Lauren hill
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+ regret for not being able to do something
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+ regret for not being able to do something
45
+ not being able to do something
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+ dumb media
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+ dumb
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+ consistency
49
+ atletico
50
+ durbanites
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+ immigrants
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+ scotland
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+ panmure golf club
54
+ Willow seeds
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+ u.s. marsals
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+ going to white house
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+ put her face on a shirt
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+ if they know people are praying every day
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+ they make the right choices in their stressful jobs.
74
+ a sandwich
75
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76
+ frog news@megynkelly
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+ italy 2320
78
+ rooney rees
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+ brilliant actor, dear friend and colleague
80
+ this is the future of repression
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92
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93
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+ zero guns, zero knives and 2 hands
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96
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99
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102
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104
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117
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126
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138
+ they act as if he would act different
139
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140
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141
+ said what so many of us want to say
142
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161
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163
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164
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165
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166
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167
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169
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170
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174
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175
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176
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177
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178
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179
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180
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181
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182
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183
+ " and then what?"
184
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186
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+ miss cleo
188
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189
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190
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191
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192
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193
+ kelly obama
194
+ to get a diplomatic resolution
195
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196
+ beyonce
197
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198
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199
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200
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201
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202
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203
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204
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206
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207
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208
+ RATINGS
209
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210
+ work harder
211
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212
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213
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214
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215
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216
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217
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218
+ nytimes critic
219
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220
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221
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222
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223
+ because he really does feel that we are all one
224
+ @ijessewilliams
225
+ jnathan bennett
226
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227
+ tomorrow morning
228
+ honoredin the 40 thANNUAL KENNEDY CENTER
229
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230
+ 2015
231
+ boston
232
+ hillary clinton
233
+ philly
234
+ guess
235
+ italy
236
+ a wedding
237
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238
+ #reds to #braves
239
+ $14m
240
+ aarkansas
241
+ thursday
242
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243
+ the real 'camelot'
244
+ our thoughtful, brilliant, funny, elegant president
245
+ holy cow
246
+ youtube
247
+ 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
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259
+ bexley rd
260
+ mcdonald's
261
+ McDonald's UK
262
+ england
263
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264
+ mcdonald's
265
+ secret enu
266
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267
+ the culture
268
+ tucker carlson and steve hiltonx
269
+ blue
270
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271
+ True blood series
272
+ museum modernart
273
+ big bird and baby bear
274
+ mayor mark
275
+ what the hell has she done to her face
276
+ gwen stefani
277
+ lesan chowy
278
+ it's bull****
279
+ fidel Castro
280
+ at 3 minutes to midnight
281
+ executive director and publisher of the bulletin
282
+ unpopular- unconstitutional-
283
+ unpopular- unconstitutional-
284
+ kept her baby.
285
+ a divine right to live
286
+ welliam
287
+ dolores
288
+ cheese dust
289
+ kelly obama
290
+ big difference
291
+ oranges
292
+ pistons
293
+ reggie james
294
+ millions march
295
+ union square
296
+ silenced
297
+ to take nisa home to palembang
298
+ palembang
299
+ a little creeped out
300
+ faceID
301
+ atlanta
302
+ mucheru
303
+ texas
304
+ stair master in hell
305
+ hell
306
+ hell
307
+ backup QBs
308
+ khightower
309
+ black protester
310
+ 4 cops
311
+ parents
312
+ many years
313
+ a significant milestone
314
+ the bEAM program
315
+ kurt helin
316
+ kurt helin
317
+ facebook and twitter
318
+ russellcrowe
319
+ prime minister nawaz sharid
320
+ emotional things
321
+ never showed up for class
322
+ ariah carey
323
+ brazil
324
+ brazil
325
+ the golf course
326
+ kim kardashian
327
+ daniel trump
328
+ hillary clenton
329
+ hilary clenton
330
+ text dunham to 47246
331
+ dem convention
332
+ a farmer downstream
333
+ loading this beast
334
+ emma Watson
335
+ marchers
336
+ trying to be cool and watch american horror story
337
+ sportsnet skier henrik harlaut
338
+ sportsnet skier henrik harlaut
339
+ natural gas
340
+ stop them faster
341
+ an elephant
342
+ john d. sutter
343
+ nap
344
+ pillow and blanket
345
+ Julia louis-dreyfus
346
+ Julia louis-dreyfus
347
+ he witnessed the most unimaginable event tonight.
348
+ everyone here in vegas
349
+ british republican lefties
350
+ australia
351
+ eng
352
+ he expects league apology if no wrongdoing found
353
+ league apology
354
+ the ballon d'or
355
+ two
356
+ syria
357
+ syria
358
+ peace
359
+ porto agregre
360
+ injury worries
361
+ slanderous
362
+ senjohn mccain and all our veterans
363
+ the beseiged fortress
364
+ beseiged fortress
365
+ cops
366
+ luck
367
+ luck
368
+ cops
369
+ nazis and hate
370
+ the swastika
371
+ uninvited guests
372
+ restaurants
373
+ a d
374
+ for u RIGHT NOW
375
+ coke
376
+ immigrants
377
+ shondarhimes
378
+ decade century
379
+ ur show
380
+ too busy pulling out pages on evolution
381
+ autographed it
382
+ his stick
383
+ a young canucks fan
384
+ so he could be in front of a NATO group
385
+ montenegro pm
386
+ obama
387
+ obama
388
+ obama
389
+ stacey dash
390
+ stacey dash
391
+ stacey dash
392
+ something back
393
+ luis figo
394
+ tony awards 2017
395
+ patti lupone
396
+ mourning
397
+ we welcome the best and brightest in the world
398
+ senorrin hatch
399
+ prince
400
+ prince
401
+ the patriots
402
+ the tv
403
+ robert Kraft
404
+ apology from the nfl
405
+ gusts
406
+ in kentucky
407
+ israel
408
+ ivanka trump
409
+ outstanding issues
410
+ continue working on outstanding issues
411
+ thanksgiving
412
+ a father
413
+ two
414
+ start our holiday
415
+ a certain cat is out of a certain bag
416
+ sad
417
+ andrew garfield
418
+ Asian
419
+ warm wind
420
+ 42 degrees celsius
421
+ yorktown
422
+ tonight's audience
423
+ daniel granger/josh mcroberts
424
+ lebron james
425
+ you don't have to search hard
426
+ being retooled
427
+ césare prandelli
428
+ AMERICAN HORROR STORY
429
+ kill me
430
+ rying to kill me
431
+ lfc
432
+ at anfield
433
+ manutd
434
+ lfc
435
+ sunday
436
+ shoreham air show
437
+ shoreham air show crash
438
+ liberty island
439
+ civilians
440
+ hov
441
+ upload the audio
442
+ fergie's
443
+ milf money
444
+ john glen and connie and annie
445
+ john glenn
446
+ ariannahuff
447
+ because she is a dog who wrongfully comments on me
448
+ he was trying to ride endorsement wave of change.
449
+ ride endorsement wave of change
450
+ promoting an ad
451
+ shameful
452
+ tweets
453
+ tHC
454
+ 2.71 inches
455
+ 3 inches
456
+ as soon as TUES
457
+ in vegas
458
+ 2 hours
459
+ trafalgar square bookstore
460
+ on mars
461
+ a man with no legs
462
+ legs
463
+ pac
464
+ cradled in her heart
465
+ his outing is a sign in our time
466
+ brave and right decision
467
+ mlb
468
+ too soon
469
+ jdeezal
470
+ a tattoo
471
+ trailer
472
+ a big screen
473
+ $125
474
+ initials
475
+ a veterinarian
476
+ scotland
477
+ barf bag
478
+ kim kardashian
479
+ ryan seacrest
480
+ a few
481
+ inspiring generations of scientists and engineers
482
+ generations of scientists and engineers
483
+ first NHL contract
484
+ london
485
+ no one's heart
486
+ mixed feelings
487
+ obnoxious half brother snow miser
488
+ obnoxious half brother
489
+ the evacuated passengers
490
+ travelers beach hotel
491
+ travelers beach hotel
492
+ nkaisserry and amb jauma
493
+ unpredictable
494
+ unpredictable
495
+ anaconda
496
+ choreo and vid of the year
497
+ express support
498
+ they appreciate it and are passing it on to our officers
499
+ jeb boush
500
+ a tough guy
501
+ u.s.
502
+ twitter pic
503
+ 516 officers, 92 field training officers, 200 dets, 112 sgts, 50 LTs
504
+ 970
505
+ gold and white
506
+ october 12th
507
+ oscars 2015
508
+ 2015
509
+ mtv
510
+ the truth
511
+ ben bradlee
512
+ the truth
513
+ ben bradlee
514
+ misunderstood
515
+ a specific tweet
516
+ 74
517
+ muhammad ali
518
+ lesdoggg
519
+ he passed the consummate nyc actor from goodfellas, raging bull & sopranos
520
+ n. korea
521
+ n. korea
522
+ a new type enters a us fleet
523
+ 787
524
+ bachelor finale
525
+ bachelor finale
526
+ amazon and ipad
527
+ u
528
+ beyonce
529
+ two
530
+ 20
531
+ the notorious b.i.g.
532
+ as she always had been
533
+ gonna be pretty private
534
+ the democrats
535
+ "shutdown"
536
+ at a time we need it most
537
+ october 30
538
+ homesweethome
539
+ bullying
540
+ laverne cox
541
+ jeff flake
542
+ stan freberg
543
+ stan freberg
544
+ 269
545
+ fc barcelona
546
+ shenge
547
+ kris jenner
548
+ apple
549
+ make the biggest, coolest, sexiest, funnest movie ever
550
+ gwenstefani
551
+ whoever did your face
552
+ lost contact of MH17
553
+ mh17
554
+ u.s. presidents
555
+ three
556
+ go black and never go back
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 and can't afford a day off
565
+ their privilege
566
+ barbie
567
+ buy her daughter a barbie
568
+ kate graham and dshippjr
569
+ code
570
+ STEM
571
+ treated like a king
572
+ dee bieber
573
+ checked the forecast
574
+ in kyo
575
+ rakim kaen kRS
576
+ all the people that have inspired him
577
+ the buzzfeed team
578
+ the buzzfeed team
579
+ the buzzfeed team
580
+ an amazing November
581
+ delusion
582
+ tv
583
+ passive aggressiveness
584
+ my daughter
585
+ in victoria
586
+ dwyane wilson
587
+ our #VFWManeevent supporters
588
+ #VFWManeevent
589
+ the amazing "before" photos
590
+ #VFWManeevent
591
+ disappointed
592
+ rickiefowler golf
593
+ "cannot conclude bc you saw a gun at residence, he must have committed the crime"
594
+ "cannot conclude bc you saw a gun at residence, he must have committed the crime"
595
+ the tonyawards press room
596
+ THANKING PEOPLE
597
+ twice as good
598
+ half as much
599
+ beautiful
600
+ gwyneth
601
+ superbowl47
602
+ a dozen
603
+ acoustic
604
+ lady gaga
605
+ to its core mission
606
+ october 28
607
+ championship game
608
+ laken litman
609
+ washington wizards
610
+ kurt helin
611
+ bulls fans
612
+ the st louis blues camp
613
+ a Stanley cup
614
+ he passed away tonight
615
+ his uncle
616
+ win the arc
617
+ jimmy fukunaga
618
+ juiichi fukunaga
619
+ kuzma
620
+ speak your conscience
621
+ your conscience
622
+ amped up
623
+ a pep talk from the hanson brothers
624
+ the hanson brothers
625
+ Johnstown, PA
626
+ tsarnaev
627
+ rolling stone
628
+ tens of thousands
629
+ reach out to those affected
630
+ kart helin
631
+ kurt helin
632
+ kaley cuoco
633
+ long ago
634
+ the president of ukraine
635
+ scenes
636
+ bringing a son into this world
637
+ bringing a son into this world
638
+ hulk
639
+ a hulk tie
640
+ x's victory
641
+ victory
642
+ x
643
+ bill mccain
644
+ in trump's jock
645
+ kasich's socks
646
+ "chiraq"
647
+ sexualizing and making a comedy out of gun violence
648
+ lesdoggg
649
+ arrested and prosecuted
650
+ all
651
+ at the scene of another young man's death
652
+ 207
653
+ 207 pounds
654
+ chris martin
655
+ getting divorced
656
+ citing "insufferable similarities"
657
+ 10 minutes
658
+ the past 10 minutes of #thebachelorette finale
659
+ Thursday
660
+ midnight
661
+ president
662
+ russia
663
+ russia
664
+ charliehebdo
665
+ andrew lesnie
666
+ humor and love
667
+ coaches in major college or pro sports
668
+ geno auriemma
669
+ dunkin donuts
670
+ dunkin donuts
671
+ hassan rouhani
672
+ two
673
+ eva longoria
674
+ a cheese baby
675
+ pregnancy
676
+ ia
677
+ the van
678
+ the heat
679
+ model
680
+ california
681
+ change
682
+ that the wealthy would benefit over the middle-class
683
+ hawaii
684
+ july 3
685
+ by reporting them
686
+ rape
687
+ nxthompson
688
+ best designer
689
+ 4-3-3
690
+ 4-3-3
691
+ j_klinsmann
692
+ j_klinsmann
693
+ his district
694
+ john kerry
695
+ mike munchak
696
+ 5 hours
697
+ copper breaks
698
+ grasshoppers and beetles
699
+ raven gates09
700
+ @ravengates09
701
+ subway rides to bowling alley
702
+ footseps
703
+ political "ides of march"
704
+ in the upcoming weeks
705
+ brave
706
+ 7k miles
707
+ in homage
708
+ superbowl
709
+ william and harry
710
+ kensington royal
711
+ the PRINCE OF WALES
712
+ william and harry
713
+ police don't ask if you're black or white
714
+ police don't ask if you're black or white
715
+ himself and obama
716
+ racial animus
717
+ "Hijacking"
718
+ ethiopian airlines
719
+ a personal friend
720
+ one of the greats
721
+ lsgrcbd
722
+ lunch time
723
+ ifidieinpolicecustody
724
+ under his fingernails
725
+ crying
726
+ tear gas& water canons
727
+ nazem kadri
728
+ cross-check
729
+ hong kong
730
+ tom & jindy
731
+ Charlottesville
732
+ unite the country
733
+ good sex
734
+ that everything works out in the end
735
+ sorry
736
+ pittsburgh
737
+ new york slugh
738
+ finished goalless
739
+ fc shakhtar eng
740
+ on the phone
741
+ july
742
+ wall was not properly funded
743
+ dACA
744
+ wall
745
+ we've been pregnant
746
+ sweetie
747
+ movie going experience
748
+ acm
749
+ as much as poss
750
+ more meaningful things
751
+ emotional
752
+ hectoring and yelling
753
+ hectoring and yelling
754
+ syrian envoy
755
+ fallujah, iraq
756
+ helping a woman in fallujah, iraq
757
+ fallujah, iraq
758
+ askramsey movie
759
+ a movie
760
+ paid
761
+ paid PATERNITY leave
762
+ mama june
763
+ introducing the new me
764
+ raise your hand
765
+ academia
766
+ saw #stiller@meara open for diahann Carroll
767
+ the sands hotel in vegas
768
+ be there
769
+ republicans and 48 democrats
770
+ joe biden
771
+ pylen ruddy
772
+ ad exemplifies the integrity of the game.
773
+ #photooftheday
774
+ 1.5m
775
+ obese
776
+ addicts to drugs and alcohol
777
+ the Beatles
778
+ the sing premiere
779
+ the intro
780
+ fyi
781
+ grace luther waltz
782
+ grace luther waltz
783
+ a new 'George michael single'
784
+ michael
785
+ after the fantasy draft
786
+ honda
787
+ smiled
788
+ the hollywood bowl
789
+ the browns
790
+ california kaepernick
791
+ social media
792
+ social media
793
+ the new york Rangers
794
+ TBay
795
+ a gym
796
+ motion
797
+ senjohn mccain
798
+ senjohn mccain
799
+ tottustu
800
+ tottustu
801
+ ciara
802
+ baby future
803
+ loss of life
804
+ attack on u.n.
805
+ zordon
806
+ the powerrangers moovie
807
+ tuesday
808
+ for his and many others safety
809
+ nigerians and people around the world
810
+ #bringbackourgirls malala fund
811
+ he tweets
812
+ tweets
813
+ "fake news"
814
+ syrian amb
815
+ great
816
+ in a beautiful picture
817
+ mohammed bin zayed
818
+ ministers
819
+ with a spirit of change and progress
820
+ the new ministers
821
+ lakers
822
+ 2018 free agency
823
+ london
824
+ pacers
825
+ pacers and pacers
826
+ lorde music
827
+ snl
828
+ an awesome compliment
829
+ alan rickman
830
+ funny and engaging
831
+ daniel harper
832
+ 11
833
+ gloria schiano
834
+ 3
835
+ death row records
836
+ beats by dre
837
+ beats by dre the game before the game
838
+ michael jackson
839
+ james bond
840
+ this is where the trump budget belongs
841
+ the house of representatives
842
+ 66-57
843
+ onetoughnerd
844
+ political statements and finger pointing from political candidates
845
+ long shirts
846
+ talk
847
+ mama
848
+ tapping
849
+ tapping
850
+ Arnold Schwarzenegger
851
+ "swamped"
852
+ 6 months
853
+ legalize dACA
854
+ beyonce
855
+ the super bowl
856
+ black man
857
+ america
858
+ etiquette
859
+ how to sit like a lady
860
+ south Korean president moon jae-in and two 'friends'
861
+ #pyeonghang2018
862
+ emma
863
+ bring a flask to the # emma
864
+ sad
865
+ exclamation points
866
+ to dismiss twitter suggestions that lebron bought billboards in CLE for lebron announcement
867
+ twitter
868
+ in heaven
869
+ ryan dickens
870
+ pickin & grinnin
871
+ heaven
872
+ unqualified
873
+ coal country
874
+ olivier sacks
875
+ "beautiful" minerals
876
+ this
877
+ bearcam time
878
+ exploreorg
879
+ music
880
+ the voice
881
+ cavaliers
882
+ pharrell's website
883
+ pharrell
884
+ nsa and/or fortmeade public affairs
885
+ michael j. trump
886
+ confidence
887
+ sorry beliebers and nostayingathome andlisteningonedirectionallday
888
+ van gaal
889
+ vean gaal
890
+ arsene wenger
891
+ summer
892
+ VOTER FRAUD
893
+ VOTER FRAUD
894
+ incredible progress
895
+ nbcsnl
896
+ google maps
897
+ papacman
898
+ cnni
899
+ cnni
900
+ her/him
901
+ 5min
902
+ minion soccer
903
+ soccer
904
+ 5min
905
+ ed sheeran
906
+ #gameofthrones
907
+ the shark
908
+ ed sheeran
909
+ hats
910
+ pharrell's
911
+ louis gavan
912
+ louis gavan
913
+ that he was so effortlessly golden
914
+ rippaulwalker
915
+ being effortlessly golden
916
+ effortlessly golden
917
+ rippaulwalker
918
+ golden
919
+ flora gators
920
+ barrett sallee niece and nephew
921
+ a "measured and inclusive approach"
922
+ michael chertoff
923
+ measures and inclusive
924
+ michael chertoff
925
+ 2:30am
926
+ jfk @njairports
927
+ every article
928
+ october 10th
929
+ being shocked
930
+ surprising
931
+ tens of thousands of people.
932
+ under a boulder
933
+ #philae
934
+ the news of Chester bennington's passing
935
+ chris bennington
936
+ cousins ages 9 to 11
937
+ 4 boys, cousins ages 9 to 11,
938
+ israeli strike on gaza beach
939
+ the pictures.
940
+ si swimsuit
941
+ Messiah
942
+ Messiah
943
+ agree to an interview and a major photo shoot
944
+ bruce jenner
945
+ bruce jenner
946
+ luis Figo
947
+ the next fifa president
948
+ joey fiennes
949
+ Justin bieber
950
+ selena gomez
951
+ lavar ball
952
+ charles barkley
953
+ religion
954
+ @yayatoure
955
+ death is inexcusable
956
+ selling cigs
957
+ rsdjulien
958
+ julienblanc
959
+ many scenes out of the book
960
+ 50 shades
961
+ the earthquake of this morning
962
+ this morning
963
+ pacman
964
+ pacman
965
+ on the highway
966
+ the hwy btwn Bonnieville & etown
967
+ as a u.s. senator
968
+ ruz
969
+ section 5 public order act
970
+ hawaii magistrates court
971
+ colin kasim-richards
972
+ section 5 public order act
973
+ marcherepublicaine
974
+ marcherepublicaine
975
+ kim kardashian west
976
+ $500,000
977
+ the brain
978
+ human rights issues
979
+ p!nk's face
980
+ p!nk
981
+ will smith
982
+ new orleans
983
+ pesky products
984
+ watch out
985
+ at 9am
986
+ removing pane of slaves picking cotton
987
+ germany and ghana
988
+ ronald phelps
989
+ for the good of the party
990
+ tens of thousands of people.
991
+ 2022
992
+ 2022
993
+ mid-November/late-december
994
+ mid-novembre/late-dembre
995
+ 2022
996
+ 97
997
+ "YOU DONT DRINK DO YOU?"
998
+ the cops
999
+ cops no lawyer
1000
+ a job
1001
+ humor, talent, and his capacity to love
1002
+ a brother
1003
+ listens carefully to the concerns of the people
1004
+ annulment process
1005
+ francis
1006
+ made his own
1007
+ okay
1008
+ bowling alley
1009
+ what angle is she taking here
1010
+ the times he spent with mel tillis
1011
+ "good luck with this guys."
1012
+ cantor
1013
+ enes kanter
1014
+ center
1015
+ germany
1016
+ underpants
1017
+ the reality queen
1018
+ u.s.
1019
+ anakocovic21
1020
+ people
1021
+ we are sitting on a runway
1022
+ weather
1023
+ anti-racist with humour
1024
+ mr. balotelli
1025
+ ethnic and religious groups
1026
+ a tv show
1027
+ had an abortion
1028
+ being openly heterosexual
1029
+ matt damon
1030
+ pence
1031
+ he isn't actually feasible
1032
+ push his head down in a car towards your exposed penis
1033
+ james franco
1034
+ making a mistake
1035
+ he agrees
1036
+ ruptsfault
1037
+ christian
1038
+ 10pm
1039
+ the fake news
1040
+ press the wrong button
1041
+ mrs.
1042
+ october 15
1043
+ mike porcaro
1044
+ over the line
1045
+ power
1046
+ meryl
1047
+ take her seat
1048
+ spouse or kids
1049
+ ted craig
1050
+ it's not acceptable to attack anyone's spouse or kids
1051
+ since 2007.
1052
+ etterman
1053
+ the dial
1054
+ take over
1055
+ the twizzlerchallenge
1056
+ a black hole
1057
+ power turning
1058
+ orange team
1059
+ white supremacists
1060
+ the president
1061
+ before they die
1062
+ reporters
1063
+ memes
1064
+ @ladygaga's #oscars look
1065
+ my children
1066
+ venomous
1067
+ thrills
1068
+ a380
1069
+ do exactly what they say
1070
+ terrorists
1071
+ empire fox finale
1072
+ empire fox finale
1073
+ stay safe and stay warm
1074
+ tomorrow
1075
+ everyone
1076
+ consciously think of your swing
1077
+ mcilroy rory
1078
+ @senatemajldr chownell
1079
+ 7yrs
1080
+ cindymannings
1081
+ rahman suspects
1082
+ facebook
1083
+ facebook
1084
+ a great healthcare plan
1085
+ a great healthcare plan
1086
+ worry
1087
+ toffs
1088
+ transparency
1089
+ giotthetalk
1090
+ the nypd
1091
+ brian moore
1092
+ nearly 200
1093
+ phasing down hfcs
1094
+ leonard
1095
+ millions
1096
+ lebron james
1097
+ lebron james
1098
+ english and spanish
1099
+ sophie victoria
1100
+ a dog
1101
+ betty willis
1102
+ visual fabric
1103
+ promoting
1104
+ media attention
1105
+ jessica lange
1106
+ caitlyn jenner
1107
+ across the globe
1108
+ laughter
1109
+ vote
1110
+ he didn't live in the district.
1111
+ partisan report
1112
+ how to survive
1113
+ lillyfortarget
1114
+ reliving the old sorority days
1115
+ ted craig
1116
+ daniel trump
1117
+ worrying about the controllers strike
1118
+ the airport
1119
+ @netanyahu
1120
+ for his speech to congress
1121
+ baking
1122
+ grilled
1123
+ baking
1124
+ october 24
1125
+ nine matches
1126
+ four months
1127
+ bETAwards
1128
+ right now
1129
+ pakistan
1130
+ pakistan is not our friend
1131
+ 15 years
1132
+ the united states
1133
+ two
1134
+ ship
1135
+ sam Tageson
1136
+ what you have
1137
+ my loved ones
1138
+ the messages of support, love and encouragement
1139
+ writer
1140
+ is even in the mix
1141
+ a partisan
1142
+ a grand slam
1143
+ on tv
1144
+ "How to get away with murder"
1145
+ dallas
1146
+ obama
1147
+ golden pants
1148
+ kelly holly
1149
+ Corey menafee
1150
+ Corey menafee
1151
+ u.s. hamber
1152
+ better and stronger trade deals
1153
+ flint water
1154
+ flint water
1155
+ january 24
1156
+ a shark
1157
+ ravengates09
1158
+ a dem
1159
+ it makes him a jackass
1160
+ rapist
1161
+ hollywood/media
1162
+ tomi lahren
1163
+ obamacare
1164
+ cdt jb. salvaing
1165
+ sa compagne adj administrative
1166
+ cup holders in movie theater seats
1167
+ movie theater seats
1168
+ impeachment of donald trump
1169
+ plays racist calls
1170
+ mrs. murray
1171
+ Dimitrov
1172
+ @paulwalkerfdn
1173
+ paulwalkerfdn
1174
+ ebola
1175
+ at a british bls4 lab
1176
+ kampala serena
1177
+ kayoolasolarbuss
1178
+ martin
1179
+ patsajak
1180
+ the wheel of fortune
1181
+ a plane
1182
+ vanished
1183
+ a plane has vanished.
1184
+ people
1185
+ liberating
1186
+ watch the evening news
1187
+ south africa
1188
+ "Every Praise"
1189
+ mike burn
1190
+ the movement house
1191
+ some farmers
1192
+ plowing up dirt
1193
+ chowder's creme eggs
1194
+ kim kardashian pierced her daughters ears
1195
+ kim kardashian
1196
+ Justin bieber
1197
+ myspace
1198
+ margot
1199
+ hitchbOT
1200
+ spreading snow, ice, sleet and rain
1201
+ serving something more important than himself
1202
+ john mccain
1203
+ a bit player
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1
+ megynkelly
2
+ what is her hidden agenda
3
+ a lot of people
4
+ coachella
5
+ a good role model
6
+ a very good
7
+ nativity portman
8
+ saturday night live
9
+ he sees a lot of himself
10
+ trump
11
+ spice
12
+ in the shower
13
+ saturday night live
14
+ 3
15
+ who she is
16
+ trump
17
+ bush didn't care about black people.
18
+ freedom
19
+ 5 years ago
20
+ the bachelor
21
+ soccer
22
+ we win
23
+ thoughtful, committed citizens
24
+ small
25
+ to love
26
+ hate
27
+ ryan
28
+ jazz
29
+ kanye
30
+ kanye's world
31
+ dad
32
+ his first Celtics jersey
33
+ the children
34
+ heteronormative society
35
+ obama
36
+ obama day
37
+ by the candle
38
+ having a gift to give away
39
+ neil portnow
40
+ women who have the creativity in their hearts and their souls
41
+ on camera
42
+ baton rouge
43
+ easy
44
+ gOT-style intrigue, crazy innovative action and a deep bench of memorable characters
45
+ gold lobes
46
+ michael keaton
47
+ $1
48
+ ibiza@smosh
49
+ spider mable
50
+ black cat
51
+ nate in south carolina
52
+ 14th
53
+ blue wonderful
54
+ sunset strip
55
+ he won't tell his mom
56
+ casey liston
57
+ downtown boston
58
+ mr. king
59
+ sharing it with everyone who is coming
60
+ excited
61
+ two
62
+ bodega
63
+ a no-move clause
64
+ three
65
+ john krasinski
66
+ my shirt
67
+ time
68
+ apology
69
+ zero
70
+ pizza, eat the dog, or both
71
+ pizza
72
+ classy move
73
+ everyone makes mistakes
74
+ frank luntz
75
+ every poll of the debate
76
+ jacoby ellsbury
77
+ 1st
78
+ traceeellis ross
79
+ women in film
80
+ mrdrew scott
81
+ watch & vote
82
+ simon biles
83
+ bar
84
+ alessiacara
85
+ alessiacara
86
+ rachel handler
87
+ espnw
88
+ espnw
89
+ turkish president
90
+ export abuse
91
+ a copy
92
+ donald trump
93
+ lisa kudrow
94
+ melly cat
95
+ it takes a village
96
+ 1997
97
+ the arena
98
+ in valencia
99
+ the sky
100
+ a star
101
+ 61 years
102
+ the u.s.
103
+ allyslikeastar
104
+ in the movie
105
+ david levitz
106
+ stick together
107
+ ellingyelling
108
+ stunts like this
109
+ until we are old enough
110
+ mayor mark
111
+ @whitehouse
112
+ white house beer
113
+ 6,000
114
+ the streets
115
+ california
116
+ whites north, blacks west & south
117
+ 2
118
+ ex-military & react based on military training
119
+ to protect the american people
120
+ helping economy & bringing back jobs
121
+ congress
122
+ great
123
+ a massive expansion of retraining and counseling
124
+ police force
125
+ americatopinion@americanday
126
+ no surprise
127
+ cellphones
128
+ patrols
129
+ chrisrock
130
+ chrisrock
131
+ iroquois high school
132
+ grace aroune bill hader
133
+ kevloria discovery
134
+ kevloria discovery
135
+ chris hemsworth
136
+ sweet viennese waltz
137
+ the golden ticket
138
+ donalld trump james comey
139
+ the press
140
+ serena williams
141
+ hold your little girl and squeeze her tiny fingers + toes
142
+ @kerrywashington
143
+ RED
144
+ jury
145
+ murder
146
+ a prequel
147
+ a prequel
148
+ paul obama
149
+ @tmobile custs
150
+ golden lobes
151
+ Cathy lanier
152
+ the last 10 years
153
+ paris
154
+ u2
155
+ the balcony of buckingham palace
156
+ the queen and members of the royal family
157
+ fear not
158
+ reunion
159
+ 2017
160
+ 9
161
+ tinder
162
+ to meet people and have dates
163
+ a president
164
+ down the road
165
+ the economy
166
+ worse
167
+ the media
168
+ DC comics
169
+ 22 years
170
+ anthony mackie
171
+ a bright, brilliant talent
172
+ he was a bright, brilliant talent and a truly kind person
173
+ anton elchin
174
+ anton elchin
175
+ 10,000
176
+ mcdavid buffalo sacrares
177
+ president
178
+ 1000s
179
+ his home rink
180
+ world's top selling car
181
+ world's top selling watch
182
+ the dunkirk
183
+ they want to know more about the harry styles.
184
+ sengillibrand
185
+ sengillibrand
186
+ sad
187
+ arie
188
+ 17 hours
189
+ power
190
+ oprah
191
+ juggle it all with two hands
192
+ 7
193
+ mayor of london
194
+ wmu_football
195
+ lenny kravitz
196
+ a thousand notes
197
+ THE WIRE
198
+ 2008-13
199
+ what you wish for
200
+ be careful what you wish for
201
+ five
202
+ coldplay
203
+ a secret
204
+ gets better and better
205
+ 32 miles
206
+ helicopter pilot skills
207
+ best day of our lives
208
+ kind words
209
+ purple
210
+ katy gosselin
211
+ rock the casbah panel
212
+ bill keveney
213
+ impassioned
214
+ players at the texans
215
+ billboard
216
+ break free
217
+ everybody must vote
218
+ alabama
219
+ build the wall
220
+ summer issue
221
+ wonder-babe
222
+ timothy the 6yr old boy
223
+ a pretty pink ring
224
+ shootings and more death
225
+ this is just crazy.
226
+ sundance
227
+ switzerland
228
+ the thinkpieces
229
+ fyre festival
230
+ governor jay beckon
231
+ to visit north stl county
232
+ chief strategiest, steve bannon
233
+ darkening her skin
234
+ zoe saldana
235
+ gold
236
+ charlie coyle
237
+ charlie coyle
238
+ during the 1st intermission
239
+ the new addition to the pps zamboni
240
+ donald trump
241
+ pizza rat
242
+ mlkin and crosby
243
+ malkin and crosby
244
+ "when does beyoncé get here?"
245
+ landondonovan
246
+ landondonovan
247
+ DERSHOWITZ
248
+ cassell
249
+ he is living his best super bowl
250
+ dance
251
+ martin king
252
+ light
253
+ planned parenthood and ocare
254
+ in d.c.
255
+ the 4th of july
256
+ @taylorswift13
257
+ muslim
258
+ trump supporters
259
+ sam bee
260
+ conan obrien
261
+ b-8
262
+ starswars cast
263
+ the obamas
264
+ nicest family on earth
265
+ trying to undermine democracies
266
+ Sherlock Holmes
267
+ doris roberts
268
+ death
269
+ london
270
+ "No Frauds"
271
+ lebron
272
+ Carlton
273
+ hotline bling
274
+ 657
275
+ with "k."
276
+ westgate
277
+ westgate
278
+ duchess of cambridge
279
+ a dress fit
280
+ ed sheeran
281
+ the riverlands
282
+ ed sheeran
283
+ gossip girl guys
284
+ anxiety
285
+ trying to come to terms with it and my faith
286
+ 1903
287
+ 1883
288
+ isaac_h_wright
289
+ poor hodor
290
+ the best mom in the world
291
+ being my number one cheerleader
292
+ a tickle
293
+ manilla
294
+ biden
295
+ everything i want to say
296
+ everything
297
+ brian lina
298
+ iowa flag
299
+ midfield
300
+ senrand paul
301
+ 4/25
302
+ two
303
+ sharks
304
+ the national Anthem
305
+ texas
306
+ excitement
307
+ in ioi
308
+ y'all
309
+ corinne foxx
310
+ miss golden globes 2016.
311
+ a meme
312
+ driving students around for surewalk
313
+ around for surewalk
314
+ michael phelps
315
+ deandrejordan6
316
+ james harden
317
+ the browns win or the end of the season
318
+ until either the browns win or the end of the season
319
+ nail polish
320
+ nail polish
321
+ fbi supporters turned out to be #fbi employees.
322
+ ice cream store
323
+ local
324
+ rogers arena
325
+ pat Quinn Way & Griffiths Way
326
+ tick white british
327
+ from now on
328
+ ciara & roe
329
+ his kids
330
+ 15th
331
+ 174 yards
332
+ a rafaul's drag
333
+ gaga
334
+ floored her
335
+ flats
336
+ gal gadot
337
+ gibbons
338
+ the goals
339
+ traded 1032am
340
+ 1032am
341
+ obama
342
+ just how good we had it
343
+ mike euzione
344
+ gordon hayward
345
+ l.a.
346
+ preacher lawson
347
+ tyrabanks
348
+ greg cosell
349
+ football
350
+ in california
351
+ the radio station
352
+ the drama "selenaendingjustinparty"
353
+ justin party
354
+ he is risen
355
+ candy egg delivering plushy bunny
356
+ Thanksgiving
357
+ happy Thanksgiving
358
+ virginity
359
+ @capitoluk
360
+ artists
361
+ hate speech
362
+ king hall
363
+ vancanucks
364
+ vancanucks
365
+ mlkday
366
+ mlkday
367
+ hard times
368
+ his place in tuesday
369
+ the kas
370
+ maksimc
371
+ 104
372
+ hemsworth
373
+ ruffalo
374
+ giving away his blunt to a witch
375
+ Halloween
376
+ harden
377
+ two straight offensive fouls
378
+ gal gadot
379
+ chris hemsworth
380
+ nickkroll and stephenathome
381
+ david letterman
382
+ fred armisen
383
+ difficult people
384
+ 200 characters
385
+ over 200
386
+ jimmykimmel
387
+ for the effort
388
+ grace veander waal
389
+ made her famous carly mallenbaum
390
+ mr. alcohol
391
+ Emilia Clarke
392
+ eye
393
+ a drew
394
+ mannequin
395
+ right now
396
+ urricane harvey
397
+ mike nichols
398
+ a titan
399
+ scarves and a jacket
400
+ June
401
+ shia labeouf
402
+ how they can be manipulated and orchestrated
403
+ geeez louise
404
+ hopeful
405
+ eric mayhem
406
+ a song
407
+ violence
408
+ the "short skirt"
409
+ christine teigen
410
+ kim kardashian west
411
+ doloresoriordan
412
+ island recordings and a love for music
413
+ kim kardashian west
414
+ rumors like this
415
+ who he is
416
+ a career
417
+ contempt
418
+ billionaire class
419
+ daniel gloria
420
+ kim kardashian
421
+ ed sheeran
422
+ "ask sheev"
423
+ the olympics
424
+ the olympics
425
+ in nola
426
+ joel emiid
427
+ the covfefe of strangers
428
+ covfefe
429
+ anne coulter
430
+ right now
431
+ daniel mustaine
432
+ star trek
433
+ middle of the night
434
+ all the women who came forward
435
+ everyone
436
+ you all
437
+ bow
438
+ if you're an independent person.
439
+ keep your grass cut low
440
+ honor two more legends of our sport
441
+ sport
442
+ gwyneth r. r. martin
443
+ heart attack
444
+ larry
445
+ make this about larry
446
+ the trump presidency
447
+ mr burns
448
+ megyn kelly
449
+ a bimbo
450
+ vague but bombastic generalities
451
+ bombastic
452
+ patty arquette
453
+ half
454
+ ceelo
455
+ an mk purse
456
+ sdcc 2
457
+ starwars fan concert
458
+ @eagles fans
459
+ over 80
460
+ everything I could grab from ivy park
461
+ ivy park
462
+ Logic301@thegreatkhalid and alessiacara
463
+ blakelively
464
+ blakelively
465
+ christine teigen
466
+ 150
467
+ hazel's mustache
468
+ Henry cavalill
469
+ rockies
470
+ rockies
471
+ Donna the elephant
472
+ nervous
473
+ luke donald
474
+ wine
475
+ he can't wait
476
+ writing raps
477
+ la
478
+ i'm excited
479
+ airport
480
+ listen to beyonce
481
+ larry
482
+ harry
483
+ a tweet did not show
484
+ a tweet did not show
485
+ he hasn't wanted to punch him
486
+ matthew perry
487
+ a year and a half
488
+ for a year and a half
489
+ warrior and faye
490
+ warrior and faye
491
+ beauty and the beast
492
+ gay
493
+ space jam
494
+ the monstars
495
+ the upper hand
496
+ the beyhive
497
+ paramount and british execs
498
+ screaming at each other
499
+ luke shaw
500
+ the character work
501
+ 1997
502
+ a friend she lost to sexism
503
+ several people in london management
504
+ 'st. thomas','santa claus' and 'cheese paste'
505
+ custom-painted aircraft
506
+ frozen westjet
507
+ do y think i'm sexy
508
+ @republicrecords
509
+ iowa cafe
510
+ iowa cafe
511
+ donald trump
512
+ a dozen
513
+ istanbul
514
+ turkey and greece
515
+ hillary clinton
516
+ 94 crime bill
517
+ halftime show
518
+ lady gaga
519
+ south america, south d.d. and utah
520
+ john knoller
521
+ bob z.
522
+ all-female
523
+ Alice oswalt
524
+ california
525
+ timberlake
526
+ country
527
+ obama is done w/ the NHL
528
+ a 24/7 series
529
+ anyone on my team
530
+ james harvey
531
+ 16
532
+ a restaurant
533
+ jeff sessions
534
+ who’s been naughty or nice
535
+ jeff varner
536
+ hhabitat int'l
537
+ joe biden
538
+ christine teigen
539
+ christine teigen
540
+ jonathan drouin
541
+ he will play on the trip #tblightning
542
+ joe whedon
543
+ BATGIRL
544
+ just bryzgalov
545
+ interviewing ovechkin
546
+ their future VPOTUS
547
+ their future VPOTUS
548
+ johnlegend
549
+ johnlegend takes it slow
550
+ ariana
551
+ gay men
552
+ it's like finding out a band you were really into 15 years ago broke up
553
+ Amanda berry
554
+ in california
555
+ ann coulter
556
+ delta
557
+ Johnny depp
558
+ he found his outfit in a goodwill donation bag
559
+ kellyanne conway
560
+ the warriors
561
+ the lakers' Jim buss
562
+ kobe british
563
+ composer john wilson
564
+ 'come swim'
565
+ kristen steves
566
+ Madison square garden
567
+ lacey holsworth and her family
568
+ cavaliers
569
+ lebron james
570
+ lebron james
571
+ lebron james and michael jordan
572
+ lebron
573
+ he is unraveling psychologically/emotionally
574
+ to spend more time with his pets
575
+ wing
576
+ violence
577
+ beyonce
578
+ lemonade
579
+ leslie jones
580
+ 2 weeks
581
+ introduce you to harry, ginny and albus
582
+ harry, ginsny and albus
583
+ the texas and brown
584
+ tom hiddleston
585
+ seven minutes
586
+ from the #pens locker room
587
+ live look in
588
+ mouths
589
+ prayers and hymns by heart
590
+ Hanzal
591
+ coyotes
592
+ louis
593
+ kate bolduan
594
+ ming xi
595
+ xi
596
+ liberation station
597
+ m0nstarsballwiggins
598
+ 106-106
599
+ 106-106
600
+ kemba
601
+ macedonean
602
+ for taking this photo
603
+ good did not win this election
604
+ malia obama
605
+ malia obama
606
+ alkin
607
+ MRI
608
+ facebook
609
+ u.s.
610
+ marc jacobs
611
+ mary j blige
612
+ mary j blige
613
+ @rianjohnson
614
+ matilda
615
+ gryffindor and ravenclaw
616
+ at the # (@madblackthoo)
617
+ pay homage
618
+ the harlots
619
+ romphim
620
+ nina
621
+ donald gets things done
622
+ melania trump
623
+ the canadian anthem
624
+ sing the canadian anthem
625
+ a winner
626
+ you're messing with me
627
+ michael dal colle
628
+ sonny milano
629
+ michelle obama
630
+ Possession of controlled substance
631
+ canada
632
+ $250k
633
+ nashville
634
+ taylor
635
+ whites
636
+ because of race
637
+ kukkatori print dress and flip flops
638
+ kukkatori print dress and flip flops
639
+ @residente's verse on immigrants
640
+ my Wrote my way out verse
641
+ daniel penavega
642
+ hurting
643
+ dr maya angelou
644
+ caged bird
645
+ less than one year old
646
+ slowing down
647
+ sweden
648
+ fox news
649
+ gilmore girls
650
+ girls
651
+ nope nope nope
652
+ everyday heroes
653
+ strong and full of everyday heroes
654
+ the internet
655
+ a trump can change the internet
656
+ kanye west
657
+ 2015
658
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659
+ devastating
660
+ cops
661
+ he was in wrongskin
662
+ beat up
663
+ outside
664
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665
+ try to compare him to anybody
666
+ the golden lobes
667
+ black
668
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669
+ arie
670
+ justinbieber
671
+ whip
672
+ feb gorton
673
+ 11
674
+ the final five
675
+ the floor
676
+ office workers
677
+ san francisco
678
+ r-word
679
+ paper towns
680
+ waterbottle
681
+ a waterbottle
682
+ paul walker
683
+ caused by an accident
684
+ some @criticschoice#deaththreats
685
+ 9460 Wilshire Blvd
686
+ screenshot this
687
+ bachelor
688
+ olivia from the bachelor
689
+ steal people's boyfriends
690
+ you ruined that
691
+ a blister
692
+ by kotex® bandages
693
+ his family
694
+ didn’t “affect him.”
695
+ casino boat
696
+ 50 people
697
+ troops
698
+ a video music award
699
+ tens of thousands of pounds
700
+ real
701
+ ricke vereen
702
+ chris, noma and cherrelle
703
+ harryotter play
704
+ hugh jackman and mcdreamy had a salt-and-pepper haired, gap toothed baby
705
+ a gap toothed baby
706
+ look at the hole cut in the wall
707
+ hole cut in the wall
708
+ every word said
709
+ the pro-am
710
+ tim tebow
711
+ empathy
712
+ chrissy teigen
713
+ his PR team
714
+ his PR team
715
+ trudeau
716
+ california
717
+ jules
718
+ priez pour mon pote
719
+ for those who lost loved ones
720
+ for those who lost loved ones
721
+ selena and abel
722
+ release music together
723
+ a lebron james tattoo
724
+ lebron james
725
+ r.i.p Chester bennington
726
+ chris bennington
727
+ eastern mcconnell university
728
+ racist graffiti
729
+ cali
730
+ sad
731
+ texans
732
+ moving out of the 1st pick
733
+ colors
734
+ u.s.c Trojans
735
+ headaches
736
+ central and eastern
737
+ benetton commercial
738
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739
+ a kia
740
+ he rocked the kia
741
+ rihanna fans
742
+ rihanna fans
743
+ john kerry, jOHn frank lewis
744
+ on what he would have done
745
+ russian officials
746
+ negative
747
+ therealeve
748
+ dates and RSVP
749
+ elliegoulding
750
+ 3/15
751
+ he is here.
752
+ his set
753
+ this nonsense
754
+ dallas
755
+ kimkardashian
756
+ kimkardashian's first gq cover shoot
757
+ purple
758
+ purple carpet
759
+ she's been enjoying the holiday season.
760
+ exhausting
761
+ call her and say "son i miss my husband and children"
762
+ in heaven
763
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764
+ shocked and heartbroken
765
+ show us your best
766
+ sweet coffee prize pack
767
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768
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769
+ alabama
770
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771
+ beauty and the beast
772
+ beourguest
773
+ mini series
774
+ a mini series
775
+ mlm young
776
+ AC/DC
777
+ kane guy
778
+ kane
779
+ tom hanks
780
+ october
781
+ a dear friend
782
+ anne hathaway
783
+ the women at the march syncing periods
784
+ beat him to it
785
+ rant over
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
+ 2014
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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817
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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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825
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826
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827
+ a dozen
828
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829
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830
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831
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832
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833
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834
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835
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836
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837
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838
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839
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840
+ a gay movie
841
+ a sexy bastard
842
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843
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844
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845
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846
+ twenty dollars
847
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848
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849
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850
+ an aircadets flight simulator training session
851
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852
+ the democrats
853
+ for his resignation
854
+ a news organisation
855
+ the red wings
856
+ the red wings
857
+ their emotions
858
+ like you have multiple offers
859
+ regina glenn
860
+ election day
861
+ colonel Sanders
862
+ a TIMESUP rose
863
+ free and open
864
+ nyc neutrality
865
+ the grease on his scalp
866
+ on her scalp
867
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868
+ the president's motorcade
869
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870
+ to be a las vegas girl
871
+ portia and i
872
+ ellentube
873
+ how they run to each other
874
+ the way they run to each other
875
+ rob lowe
876
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877
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878
+ dangerous
879
+ a free pair of limited-edition @Georgehwbush socks
880
+ a free pair of limited-edition @Georgehwbush socks
881
+ my ID
882
+ the white house
883
+ hamburg
884
+ thinking of those hurt
885
+ gillmore girls
886
+ gave me new life
887
+ russian connection
888
+ jimmy harbaugh
889
+ national anthem
890
+ nyc
891
+ forecast
892
+ black women
893
+ everyday at work
894
+ racheldoesstuff
895
+ "After everything I've done for you"
896
+ reprehensible, prejudiced and divisive
897
+ reprehensible, prejudiced and divisive
898
+ this is the right decision.
899
+ the right coach
900
+ starwars concert attendees
901
+ making their way to show
902
+ hockey
903
+ his gordie howe hat trick
904
+ police
905
+ mjolnir
906
+ steve
907
+ take a DREAMER in their home & protect them
908
+ the family of seth thomas
909
+ seth thomas
910
+ Gig Harbor
911
+ narrows airport
912
+ tina fey
913
+ Felicity Jones
914
+ january 7th
915
+ the prince of wales
916
+ usher and jimmyfallon
917
+ hats
918
+ office mosre
919
+ tom hiddleston
920
+ red
921
+ gold
922
+ katieledecky
923
+ tsonga
924
+ the daviscupfinal
925
+ greece
926
+ turkish
927
+ a pitch
928
+ Birmingham area
929
+ london area
930
+ hailey baldwin
931
+ v magazine
932
+ half-time
933
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934
+ the tig
935
+ very sad
936
+ saddened
937
+ kydance
938
+ Diane keaton
939
+ nyc
940
+ tom hiddleston
941
+ to personalize shopping
942
+ chris
943
+ new united airlines mottos
944
+ ethan
945
+ global
946
+ grandchildren
947
+ christmas
948
+ america
949
+ amber waves of grain
950
+ to report incidents of bias
951
+ because this state celebrates our differences
952
+ ariana grande
953
+ the uk
954
+ 15 penguin avenue, antarctica
955
+ penguin
956
+ to assure an Instagram quality photo
957
+ 3 legs
958
+ oprah
959
+ sterling krown
960
+ proud
961
+ @indins
962
+ 22
963
+ farewell party
964
+ an honor
965
+ dr. trump
966
+ he would get mad about it
967
+ @jjwatt
968
+ a gift
969
+ stephen urry30
970
+ when they grow up
971
+ neighbor/genius Quiara
972
+ she looked up and said, "sia WEAPONIZES vowels."
973
+ breezy
974
+ sUREwalk
975
+ who is elizabeth
976
+ the boehler show
977
+ thugs
978
+ white
979
+ Jennifer aniston
980
+ out of the mountain of despair
981
+ the mountain of despair
982
+ headache
983
+ sitter oversleeps, car towed
984
+ the 7 line team
985
+ get my #mets tattoo
986
+ knight_mTV
987
+ to justify the connection we shared
988
+ a trophy
989
+ sunday
990
+ the LIGHT
991
+ kim kardashian west
992
+ chris stapleton
993
+ acoustic guitar
994
+ a bill
995
+ martin heinrich
996
+ cattie hallway
997
+ bathroom counter
998
+ Oscars bar
999
+ 1AM
1000
+ "leaked nudes"
1001
+ "leaked nudes"
1002
+ 17's
1003
+ yogi ferrell
1004
+ kanye down
1005
+ Wayne's world
1006
+ the juggalo march march
1007
+ america
1008
+ the most anti-LGBTQ+ presidential ticket
1009
+ nothing
1010
+ lincoln
1011
+ he thought, "wow, you look familiar."
1012
+ zazie
1013
+ Domino
1014
+ the beach
1015
+ aim
1016
+ the app
1017
+ glory of the lord
1018
+ all flesh
1019
+ sjp's first stand alone store
1020
+ arah Jessica Parker and glenn malkemus
1021
+ kanye
1022
+ dark skint multiracial wimmenz
1023
+ kyle chandler
1024
+ comey
1025
+ zacefron
1026
+ on the cheek
1027
+ nudes
1028
+ bette midler
1029
+ kanye
1030
+ 50 mins
1031
+ slaughter the competition
1032
+ msgala
1033
+ that america is trash
1034
+ 20 min
1035
+ isles
1036
+ drinking all those champagne glasses
1037
+ champagne glasses
1038
+ autotune
1039
+ sounds like autotune
1040
+ a free pass to laugh at someone's horrible musfortune
1041
+ someone's horrible musfortune
1042
+ kissed me
1043
+ january 16, 2012
1044
+ security guy
1045
+ lose it
1046
+ eat the means of production
1047
+ the means of production
1048
+ dua lipa
1049
+ the third rule
1050
+ shia labeouf
1051
+ singapore
1052
+ hope
1053
+ someone give me hope
1054
+ kim kardashian west
1055
+ cashing her 80 million video game check & transferring 53 million into our joint account
1056
+ spotify
1057
+ releasing her album tonight
1058
+ benedict cumberbatch and a nice chap
1059
+ plays tennis
1060
+ alarming
1061
+ alarming
1062
+ a WHOLE. LEVEL.
1063
+ blank space taken to a WHOLE. LEVEL.
1064
+ michelle rodriguez
1065
+ matt bomer
1066
+ @bmarshall
1067
+ he's @bmarshall54
1068
+ a podium
1069
+ sean spicer
1070
+ lowkey
1071
+ boogieman
1072
+ keenien
1073
+ opening this convo
1074
+ beautiful
1075
+ alabama
1076
+ black women
1077
+ the day
1078
+ theellenshow
1079
+ reed craig
1080
+ the eu.s.
1081
+ restaurant menu print business
1082
+ restaurant menu print business
1083
+ airwaves
1084
+ write a book or start a podcast
1085
+ young pope
1086
+ tuesday
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