Datasets:
Commit
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Parent(s):
b62f150
first version
Browse files- README.md +153 -1
- data/ontology_annotations.jsonl +0 -0
- data/test.ids +660 -0
- data/train.ids +3716 -0
- data/valid.ids +580 -0
- open_question_type.py +83 -0
README.md
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---
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| 1 |
---
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| 2 |
+
annotations_creators:
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- expert-generated
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languages:
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- en
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licenses:
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- cc-by-4.0
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multilinguality:
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- monolingual
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task_categories:
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- classification
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task_ids:
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- classification
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pretty_name: OpenQuestionType
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---
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# Dataset Card for OpenQuestionType
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** [https://shuyangcao.github.io/projects/ontology_open_ended_question/](https://shuyangcao.github.io/projects/ontology_open_ended_question/)
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- **Repository:** [https://github.com/ShuyangCao/open-ended_question_ontology](https://github.com/ShuyangCao/open-ended_question_ontology)
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- **Paper:** [https://aclanthology.org/2021.acl-long.502/](https://aclanthology.org/2021.acl-long.502/)
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- **Leaderboard:** [Needs More Information]
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- **Point of Contact:** [Needs More Information]
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### Dataset Summary
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Question types annotated on open-ended questions.
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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English
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## Dataset Structure
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### Data Instances
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An example looks as follows.
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```
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{
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"id": "123",
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"question": "A test question?",
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"annotator1": ["verification", None],
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"annotator2": ["concept", None],
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"resolve_type": "verification"
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}
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```
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### Data Fields
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- `id`: a `string` feature.
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- `question`: a `string` feature.
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- `annotator1`: a sequence feature containing two elements. The first one is the most confident label by the first annotator and the second one is the second-most confident label by the first annotator.
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- `annotator2`: a sequence feature containing two elements. The first one is the most confident label by the second annotator and the second one is the second-most confident label by the second annotator.
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- `resolve_type`: a `string` feature which is the final label after resolving disagreement.
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### Data Splits
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- train: 3716
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- valid: 580
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- test: 660
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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Yahoo Answer and Reddit users.
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### Personal and Sensitive Information
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None.
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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CC BY 4.0
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### Citation Information
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```
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@inproceedings{cao-wang-2021-controllable,
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title = "Controllable Open-ended Question Generation with A New Question Type Ontology",
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author = "Cao, Shuyang and
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Wang, Lu",
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booktitle = "Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)",
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month = aug,
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year = "2021",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2021.acl-long.502",
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doi = "10.18653/v1/2021.acl-long.502",
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pages = "6424--6439",
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abstract = "We investigate the less-explored task of generating open-ended questions that are typically answered by multiple sentences. We first define a new question type ontology which differentiates the nuanced nature of questions better than widely used question words. A new dataset with 4,959 questions is labeled based on the new ontology. We then propose a novel question type-aware question generation framework, augmented by a semantic graph representation, to jointly predict question focuses and produce the question. Based on this framework, we further use both exemplars and automatically generated templates to improve controllability and diversity. Experiments on two newly collected large-scale datasets show that our model improves question quality over competitive comparisons based on automatic metrics. Human judges also rate our model outputs highly in answerability, coverage of scope, and overall quality. Finally, our model variants with templates can produce questions with enhanced controllability and diversity.",
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}
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```
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data/ontology_annotations.jsonl
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data/test.ids
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+
20904
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| 2 |
+
explainlikeimfive/dgrmmmp
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| 3 |
+
3718718
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| 4 |
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877122
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+
2684181
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+
1776545
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+
2164671
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+
1315903
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explainlikeimfive/dx12738
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927131
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3492393
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1778839
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838757
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+
580800
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2312301
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2122330
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explainlikeimfive/dx26hxa
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2829803
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3124507
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883590
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1766579
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+
3064427
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+
AskReddit/db6dnof
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2847666
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2704670
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+
700025
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615181
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3069494
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| 29 |
+
2425836
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| 30 |
+
145839
|
| 31 |
+
3078926
|
| 32 |
+
explainlikeimfive/cjawonr
|
| 33 |
+
1573446
|
| 34 |
+
AskHistorians/cwxiaxy
|
| 35 |
+
1155207
|
| 36 |
+
3458188
|
| 37 |
+
4341099
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| 38 |
+
AskReddit/c1vkhph
|
| 39 |
+
askscience/cx2mqib
|
| 40 |
+
4218278
|
| 41 |
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AskReddit/c4aibbz
|
| 42 |
+
4430979
|
| 43 |
+
explainlikeimfive/cbk2d2p
|
| 44 |
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explainlikeimfive/cge5q5f
|
| 45 |
+
2385336
|
| 46 |
+
2559564
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| 47 |
+
1700042
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| 48 |
+
3268192
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| 49 |
+
3737227
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| 50 |
+
3826971
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| 51 |
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4191991
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| 52 |
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1443579
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| 53 |
+
2942013
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| 54 |
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3270874
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| 55 |
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1038758
|
| 56 |
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1622653
|
| 57 |
+
4319301
|
| 58 |
+
1534126
|
| 59 |
+
AskHistorians/ccocwao
|
| 60 |
+
explainlikeimfive/cp9yn60
|
| 61 |
+
AskReddit/c6fpilw
|
| 62 |
+
AskReddit/epnp94q
|
| 63 |
+
AskReddit/c1u2i3r
|
| 64 |
+
explainlikeimfive/cyc1bih
|
| 65 |
+
2518233
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| 66 |
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2933661
|
| 67 |
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2530229
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| 68 |
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1110623
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| 69 |
+
870617
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| 70 |
+
2017027
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| 71 |
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2229747
|
| 72 |
+
3165291
|
| 73 |
+
4092043
|
| 74 |
+
1441016
|
| 75 |
+
AskReddit/dy4masp
|
| 76 |
+
explainlikeimfive/daxuyc9
|
| 77 |
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explainlikeimfive/co6jrfd
|
| 78 |
+
explainlikeimfive/cibc8ln
|
| 79 |
+
explainlikeimfive/crfov32
|
| 80 |
+
3305684
|
| 81 |
+
explainlikeimfive/cgbjog1
|
| 82 |
+
452329
|
| 83 |
+
explainlikeimfive/c5cqppi
|
| 84 |
+
AskReddit/e3av4mo
|
| 85 |
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1338364
|
| 86 |
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AskReddit/c0jxuzn
|
| 87 |
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2862316
|
| 88 |
+
407907
|
| 89 |
+
AskReddit/eoeln0r
|
| 90 |
+
explainlikeimfive/c3laa1k
|
| 91 |
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explainlikeimfive/cq71747
|
| 92 |
+
3248622
|
| 93 |
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1393084
|
| 94 |
+
AskReddit/er1h1n5
|
| 95 |
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explainlikeimfive/cvewy2x
|
| 96 |
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AskReddit/c2lssa3
|
| 97 |
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AskReddit/dsnu7yc
|
| 98 |
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AskReddit/etcy5sc
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| 99 |
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explainlikeimfive/duakb7d
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| 100 |
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3093435
|
| 101 |
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explainlikeimfive/dbgqpfm
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| 102 |
+
2409048
|
| 103 |
+
askscience/chmsb56
|
| 104 |
+
explainlikeimfive/dconfum
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| 105 |
+
939486
|
| 106 |
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AskHistorians/dyks0kt
|
| 107 |
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2680412
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| 108 |
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explainlikeimfive/e95f6br
|
| 109 |
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AskHistorians/da9j1ew
|
| 110 |
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explainlikeimfive/d71sm0z
|
| 111 |
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4361322
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| 112 |
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explainlikeimfive/e4r2pf0
|
| 113 |
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AskHistorians/ciud7vi
|
| 114 |
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AskHistorians/d6u6y8o
|
| 115 |
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3746283
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| 116 |
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AskReddit/c0f1fx0
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| 117 |
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explainlikeimfive/cf32azi
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| 118 |
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3252716
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| 119 |
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askscience/ca0pni0
|
| 120 |
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explainlikeimfive/do3cgw7
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| 121 |
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explainlikeimfive/d8afqj3
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| 122 |
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explainlikeimfive/cqolufa
|
| 123 |
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2824811
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| 124 |
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explainlikeimfive/dpc98j0
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| 125 |
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explainlikeimfive/cyxmmn4
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| 126 |
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| 127 |
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explainlikeimfive/dq2btvm
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| 129 |
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3005314
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2869933
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3942190
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| 132 |
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2253891
|
| 133 |
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AskReddit/d7sz8ry
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836728
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| 135 |
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askscience/c94yfq8
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| 136 |
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explainlikeimfive/db2ijfu
|
| 137 |
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1691804
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| 138 |
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explainlikeimfive/cti7fs3
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| 139 |
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3122820
|
| 140 |
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2839627
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| 141 |
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explainlikeimfive/cinoje9
|
| 142 |
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askscience/calk7ec
|
| 143 |
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explainlikeimfive/cc35z5n
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| 144 |
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explainlikeimfive/d2hhdlv
|
| 145 |
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1482288
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| 146 |
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3958302
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733303
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2285608
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AskHistorians/cpf80fq
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| 150 |
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explainlikeimfive/da9qa2c
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| 151 |
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explainlikeimfive/etglcyl
|
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129378
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3801827
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413046
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3596711
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1268824
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1301436
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2084947
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4193878
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920242
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4293513
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3410698
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173131
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4357340
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2205934
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115302
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2782070
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AskReddit/c82esmz
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2162287
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4460722
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1077607
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| 174 |
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627156
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3415529
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| 176 |
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3418607
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| 177 |
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2206109
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953917
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2591081
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| 180 |
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1406369
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| 181 |
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3680593
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347370
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| 183 |
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AskReddit/dcn42ov
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| 184 |
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574735
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| 185 |
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1311900
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| 186 |
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askscience/e6a0vng
|
| 187 |
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explainlikeimfive/d20o9j6
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| 188 |
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2464567
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| 189 |
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2217112
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| 190 |
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explainlikeimfive/ej64hgk
|
| 191 |
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AskReddit/e9vd4w7
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| 192 |
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1969737
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| 193 |
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explainlikeimfive/dwe4ccb
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| 194 |
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1339552
|
| 195 |
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2934289
|
| 196 |
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1269811
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| 197 |
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AskReddit/eyovruq
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| 198 |
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2961361
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2628004
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3657511
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| 201 |
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askscience/ce5no6b
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| 202 |
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1356935
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| 203 |
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AskReddit/detsxk4
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| 204 |
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3299418
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AskReddit/dmlwyf9
|
| 206 |
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3663733
|
| 207 |
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explainlikeimfive/crc0cdf
|
| 208 |
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3724356
|
| 209 |
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951346
|
| 210 |
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2487181
|
| 211 |
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1744985
|
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1352328
|
| 213 |
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4274273
|
| 214 |
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explainlikeimfive/ehj7le8
|
| 215 |
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AskReddit/c0mqk57
|
| 216 |
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explainlikeimfive/ei2yam6
|
| 217 |
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742440
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| 218 |
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1080684
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1831867
|
| 220 |
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223303
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2970463
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4152485
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| 223 |
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773814
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3365050
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2075948
|
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3762400
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365034
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19490
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| 229 |
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3758339
|
| 230 |
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Ask_Politics/cnjczal
|
| 231 |
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2043068
|
| 232 |
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askscience/c9v6gc2
|
| 233 |
+
4276349
|
| 234 |
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2091192
|
| 235 |
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2013312
|
| 236 |
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2327697
|
| 237 |
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AskReddit/c8ydzpu
|
| 238 |
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909187
|
| 239 |
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3221478
|
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1200985
|
| 241 |
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4428852
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4046195
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181023
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903458
|
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3801135
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| 246 |
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2884341
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2270368
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AskHistorians/e0sg2vj
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| 249 |
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AskReddit/c9m01zx
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AskReddit/d34vr2f
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| 251 |
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AskReddit/c2vts6x
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AskReddit/d144oxj
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AskReddit/eu5ilay
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AskReddit/cpslhap
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AskReddit/ccuecrw
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AskReddit/es7mcxb
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AskReddit/cxro7r8
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AskReddit/ct29pkl
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AskReddit/ddjbp9f
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AskReddit/c7ntuz7
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AskReddit/e11gkc1
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AskReddit/e0084fg
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AskReddit/cvb58tv
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AskReddit/cjrjt0s
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AskReddit/cgkltk3
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AskReddit/cqq96zn
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AskReddit/d3uhyw4
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AskReddit/d9puw5r
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AskReddit/ey21ggg
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AskReddit/e331zab
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AskReddit/e5zg63r
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AskReddit/e27x57f
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AskReddit/e3iwxan
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AskReddit/dlfldpi
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2863668
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AskReddit/drx99bh
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AskReddit/d08w1m2
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AskReddit/ci9y727
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AskReddit/dx10t2z
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1527066
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AskReddit/drnl3sx
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AskReddit/cc4mi9x
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AskReddit/egjw51e
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AskReddit/dl4illj
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AskReddit/ch9x7od
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3326198
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AskReddit/cuwstvf
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3192322
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2450245
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3140948
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AskReddit/erx2a0x
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3830303
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AskReddit/dztc108
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1496918
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AskReddit/dw7cfa8
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| 1 |
+
573118
|
| 2 |
+
2418735
|
| 3 |
+
4155299
|
| 4 |
+
1145175
|
| 5 |
+
4278446
|
| 6 |
+
AskReddit/cs70p7o
|
| 7 |
+
1651357
|
| 8 |
+
2613107
|
| 9 |
+
3858781
|
| 10 |
+
2069705
|
| 11 |
+
2286926
|
| 12 |
+
171327
|
| 13 |
+
3766331
|
| 14 |
+
3554064
|
| 15 |
+
3879261
|
| 16 |
+
1711714
|
| 17 |
+
2204529
|
| 18 |
+
3714187
|
| 19 |
+
3753063
|
| 20 |
+
3852942
|
| 21 |
+
1803812
|
| 22 |
+
414931
|
| 23 |
+
1228217
|
| 24 |
+
3889604
|
| 25 |
+
3453401
|
| 26 |
+
3527220
|
| 27 |
+
2657502
|
| 28 |
+
1302200
|
| 29 |
+
1794515
|
| 30 |
+
3630669
|
| 31 |
+
2133018
|
| 32 |
+
4132934
|
| 33 |
+
3365558
|
| 34 |
+
2646262
|
| 35 |
+
1617000
|
| 36 |
+
3646598
|
| 37 |
+
3883031
|
| 38 |
+
2201604
|
| 39 |
+
1809861
|
| 40 |
+
2230071
|
| 41 |
+
1101395
|
| 42 |
+
1649386
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527628
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233480
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888171
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47372
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2738678
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askscience/dsq7k7q
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askscience/cj39mta
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askscience/c5f5qv1
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568650
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2373915
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1694898
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askscience/ce5kt3m
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2025685
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213993
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3266596
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564618
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1077097
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3234577
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explainlikeimfive/d2jef6u
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2339277
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3982205
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2617671
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explainlikeimfive/cnkx669
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2500052
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askscience/c77o3ez
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3167483
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1004887
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804465
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2171955
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116761
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explainlikeimfive/cwd0grw
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785243
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2486214
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askscience/cp06mn3
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51957
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2816946
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2584260
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3421980
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359841
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explainlikeimfive/dkvbrsl
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520881
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3488904
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3039734
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2979668
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askscience/c4io04f
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1024333
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3430567
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3670101
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2247236
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askscience/c6opnvq
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1803307
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4114680
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1926211
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1602643
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explainlikeimfive/d7rfyvz
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132103
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994638
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933228
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191432
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2143542
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4342677
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3118687
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askscience/c2dwmst
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2046801
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117265
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explainlikeimfive/dnl2h5f
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3148286
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339544
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225857
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676196
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3170108
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941088
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2439466
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askscience/cxrmxt0
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askscience/c8qzoln
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explainlikeimfive/cadawqt
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4256927
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963205
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4075525
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1521301
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1101521
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772211
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3264215
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AskReddit/cjjgchy
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askscience/cni5wlv
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335544
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3057547
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1587743
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68919
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4130134
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AskReddit/c1kx2n8
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847245
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2408015
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3187759
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3425285
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askscience/ckt0kli
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askscience/cd7l8ot
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626922
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2411267
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1842507
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3659357
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2943599
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AskReddit/c2bn0ut
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explainlikeimfive/d7b6jeu
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569228
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1494660
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askscience/cghiu4o
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4440975
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616720
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AskReddit/clle7ex
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3631994
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580510
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askscience/cuudz1l
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3752900
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2216245
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3704537
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4170267
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330831
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askscience/c568rbi
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AskHistorians/d1j1029
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2204671
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1603807
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238880
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askscience/cwyfr7y
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askscience/d4hsi3j
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363411
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2783494
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askscience/cfozprc
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2740483
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AskReddit/cp4dgql
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AskReddit/cv79p7o
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691817
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AskHistorians/cadvm3x
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3934130
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4424710
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479766
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2875796
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explainlikeimfive/dnkcdme
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1810818
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askscience/cdc78mp
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2891573
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1900765
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507563
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explainlikeimfive/d94j8b2
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1713582
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2342525
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explainlikeimfive/cyy7wk3
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askscience/c0zqwuf
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484952
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askscience/c2lu29s
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2100153
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1066702
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askscience/dl0abc3
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3347130
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814892
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3721472
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AskReddit/e4c1gyo
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askscience/c2rsuqd
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3519553
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1666201
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2701355
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askscience/caawawm
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explainlikeimfive/cm8ygqw
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explainlikeimfive/cbqc50l
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1472135
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3210494
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1606575
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askscience/dspxyqm
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859102
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1659560
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4016899
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3118538
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1076503
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1417642
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2249436
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1811986
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explainlikeimfive/dlih60h
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askscience/eisxdej
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2584788
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AskReddit/c9dljtj
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askscience/c95zd7t
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askscience/d5jrox7
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askscience/ctm5isy
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AskReddit/ewkxhiv
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AskHistorians/cv1vbhw
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AskReddit/e4iba2h
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| 1 |
+
3111838
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| 2 |
+
731193
|
| 3 |
+
436934
|
| 4 |
+
4212773
|
| 5 |
+
1048065
|
| 6 |
+
3260432
|
| 7 |
+
1366827
|
| 8 |
+
4095921
|
| 9 |
+
179610
|
| 10 |
+
2193846
|
| 11 |
+
4057165
|
| 12 |
+
793191
|
| 13 |
+
990931
|
| 14 |
+
3890037
|
| 15 |
+
askscience/cj2ny1w
|
| 16 |
+
askscience/cuhm4kj
|
| 17 |
+
explainlikeimfive/d5p5xiu
|
| 18 |
+
4314210
|
| 19 |
+
2576696
|
| 20 |
+
136769
|
| 21 |
+
528296
|
| 22 |
+
3249229
|
| 23 |
+
2396319
|
| 24 |
+
AskHistorians/c5i3i4k
|
| 25 |
+
explainlikeimfive/diw704y
|
| 26 |
+
explainlikeimfive/drhnqck
|
| 27 |
+
158162
|
| 28 |
+
3037192
|
| 29 |
+
3247553
|
| 30 |
+
2115236
|
| 31 |
+
1978759
|
| 32 |
+
4217489
|
| 33 |
+
1737197
|
| 34 |
+
2892572
|
| 35 |
+
explainlikeimfive/c3pdmb8
|
| 36 |
+
524400
|
| 37 |
+
explainlikeimfive/cdtretl
|
| 38 |
+
AskReddit/cd3l8qh
|
| 39 |
+
827922
|
| 40 |
+
askscience/c8zsnvf
|
| 41 |
+
3305451
|
| 42 |
+
4170409
|
| 43 |
+
4056244
|
| 44 |
+
explainlikeimfive/d2wv639
|
| 45 |
+
593439
|
| 46 |
+
57594
|
| 47 |
+
2850774
|
| 48 |
+
3093460
|
| 49 |
+
explainlikeimfive/c7a5ouz
|
| 50 |
+
explainlikeimfive/dvlw2z0
|
| 51 |
+
1566138
|
| 52 |
+
617864
|
| 53 |
+
2954054
|
| 54 |
+
explainlikeimfive/eilklq4
|
| 55 |
+
AskReddit/dgi49tp
|
| 56 |
+
explainlikeimfive/ce34q1w
|
| 57 |
+
explainlikeimfive/cg5o9xk
|
| 58 |
+
AskReddit/ejngugd
|
| 59 |
+
explainlikeimfive/d9w6z0b
|
| 60 |
+
AskReddit/c3k3hx0
|
| 61 |
+
explainlikeimfive/cq4kwaz
|
| 62 |
+
askscience/cqt5yux
|
| 63 |
+
explainlikeimfive/cnmcmpt
|
| 64 |
+
AskReddit/e756byw
|
| 65 |
+
4354679
|
| 66 |
+
explainlikeimfive/c6nazbu
|
| 67 |
+
376223
|
| 68 |
+
AskReddit/dzbzst4
|
| 69 |
+
explainlikeimfive/dypuv1t
|
| 70 |
+
explainlikeimfive/e83wshf
|
| 71 |
+
AskReddit/ciyri7f
|
| 72 |
+
explainlikeimfive/cbuxfuw
|
| 73 |
+
2744556
|
| 74 |
+
AskReddit/c82wnr1
|
| 75 |
+
AskHistorians/c93xrp4
|
| 76 |
+
AskReddit/epddihh
|
| 77 |
+
explainlikeimfive/ce0al3c
|
| 78 |
+
explainlikeimfive/ev97ehj
|
| 79 |
+
AskReddit/c2let2r
|
| 80 |
+
AskReddit/c1urk40
|
| 81 |
+
AskReddit/d95zjbj
|
| 82 |
+
explainlikeimfive/e09emou
|
| 83 |
+
AskReddit/ejep28t
|
| 84 |
+
explainlikeimfive/dxeniam
|
| 85 |
+
AskReddit/ey7rq02
|
| 86 |
+
AskReddit/c69kzfy
|
| 87 |
+
1720019
|
| 88 |
+
AskReddit/dn9ma1i
|
| 89 |
+
2004110
|
| 90 |
+
1373544
|
| 91 |
+
explainlikeimfive/chn31il
|
| 92 |
+
explainlikeimfive/erukgmr
|
| 93 |
+
AskReddit/dgqut20
|
| 94 |
+
AskReddit/cy4e52r
|
| 95 |
+
explainlikeimfive/d67wpw3
|
| 96 |
+
askscience/c47f0yb
|
| 97 |
+
3137250
|
| 98 |
+
explainlikeimfive/e7xobf7
|
| 99 |
+
AskReddit/dv3zyc7
|
| 100 |
+
2799743
|
| 101 |
+
explainlikeimfive/ceiwpm8
|
| 102 |
+
3413125
|
| 103 |
+
askscience/c39kgrr
|
| 104 |
+
989271
|
| 105 |
+
AskReddit/ca1x9qf
|
| 106 |
+
explainlikeimfive/dxuss3d
|
| 107 |
+
1668201
|
| 108 |
+
3520164
|
| 109 |
+
askscience/caawm5h
|
| 110 |
+
explainlikeimfive/cf9dx02
|
| 111 |
+
AskReddit/ctkg1dx
|
| 112 |
+
983759
|
| 113 |
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explainlikeimfive/ddg3dfd
|
| 114 |
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4083112
|
| 115 |
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2056453
|
| 116 |
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AskReddit/dirt1cm
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| 117 |
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explainlikeimfive/cxp3npj
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| 118 |
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askscience/dyey0g3
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| 119 |
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AskReddit/d28v81y
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| 120 |
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AskReddit/cdkqrik
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| 121 |
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AskReddit/c3sa69g
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| 122 |
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AskReddit/e22e6bx
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| 123 |
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113529
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| 124 |
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876009
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778279
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| 126 |
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2566705
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| 127 |
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4260914
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| 128 |
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14193
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2477596
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| 135 |
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558069
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| 136 |
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3100294
|
| 137 |
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4306898
|
| 138 |
+
explainlikeimfive/djxsliv
|
| 139 |
+
479652
|
| 140 |
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4262370
|
| 141 |
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2599346
|
| 142 |
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2738912
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| 143 |
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3161890
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| 144 |
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2013477
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| 145 |
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AskReddit/e4xfnv0
|
| 146 |
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AskReddit/dhj3tei
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| 147 |
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explainlikeimfive/dstmfjp
|
| 148 |
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4163556
|
| 149 |
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2499650
|
| 150 |
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1201445
|
| 151 |
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1275411
|
| 152 |
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1724954
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| 153 |
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4131940
|
| 154 |
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2098918
|
| 155 |
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AskReddit/do7c4as
|
| 156 |
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1886512
|
| 157 |
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3570303
|
| 158 |
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2324407
|
| 159 |
+
3424274
|
| 160 |
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2737225
|
| 161 |
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213382
|
| 162 |
+
1132555
|
| 163 |
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4136890
|
| 164 |
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2756754
|
| 165 |
+
4307281
|
| 166 |
+
6903
|
| 167 |
+
2884254
|
| 168 |
+
3063754
|
| 169 |
+
2409380
|
| 170 |
+
772104
|
| 171 |
+
4337520
|
| 172 |
+
3571329
|
| 173 |
+
4278665
|
| 174 |
+
3166079
|
| 175 |
+
1483616
|
| 176 |
+
askscience/cz6pe4j
|
| 177 |
+
4383849
|
| 178 |
+
2981596
|
| 179 |
+
AskReddit/c9eatxj
|
| 180 |
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AskReddit/e6akxds
|
| 181 |
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AskReddit/c1du21p
|
| 182 |
+
1385521
|
| 183 |
+
3400032
|
| 184 |
+
440638
|
| 185 |
+
1660695
|
| 186 |
+
1864869
|
| 187 |
+
4032924
|
| 188 |
+
1254501
|
| 189 |
+
AskReddit/etun9ai
|
| 190 |
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AskReddit/erwpzfv
|
| 191 |
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AskReddit/c9rpvhs
|
| 192 |
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AskReddit/d7nsn8p
|
| 193 |
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AskReddit/c82muc9
|
| 194 |
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AskReddit/en6d3gg
|
| 195 |
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AskReddit/dlb5i98
|
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"""Open Question Type: Open-ended Question Type Annotated Dataset."""
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import json
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import datasets
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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@inproceedings{cao-wang-2021-controllable,
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title = "Controllable Open-ended Question Generation with A New Question Type Ontology",
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author = "Cao, Shuyang and
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Wang, Lu",
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booktitle = "Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)",
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month = aug,
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year = "2021",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2021.acl-long.502",
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doi = "10.18653/v1/2021.acl-long.502",
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pages = "6424--6439",
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abstract = "We investigate the less-explored task of generating open-ended questions that are typically answered by multiple sentences. We first define a new question type ontology which differentiates the nuanced nature of questions better than widely used question words. A new dataset with 4,959 questions is labeled based on the new ontology. We then propose a novel question type-aware question generation framework, augmented by a semantic graph representation, to jointly predict question focuses and produce the question. Based on this framework, we further use both exemplars and automatically generated templates to improve controllability and diversity. Experiments on two newly collected large-scale datasets show that our model improves question quality over competitive comparisons based on automatic metrics. Human judges also rate our model outputs highly in answerability, coverage of scope, and overall quality. Finally, our model variants with templates can produce questions with enhanced controllability and diversity.",
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}
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"""
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_DESCRIPTION = """\
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Open-ended question type annotated dataset.
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"""
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_URL = "https://huggingface.co/datasets/shuyangcao/open_question_type/resolve/main/data/"
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_URLS = {
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"annotations": _URL + "ontology_annotations.jsonl",
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"train_ids": _URL + "train.ids",
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"valid_ids": _URL + "valid.ids",
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"test_ids": _URL + "test.ids",
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}
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class OpenQuestionType(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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features = datasets.Features(
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{
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"id": datasets.Value("string"),
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"question": datasets.Value("string"),
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"annotator1": datasets.features.Sequence(datasets.Value("string")),
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"annotator2": datasets.features.Sequence(datasets.Value("string")),
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"resolve_type": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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supervised_keys=("question", "resolve_type"),
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homepage="",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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downloaded_files = dl_manager.download_and_extract(_URLS)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"annotation_file": downloaded_files["annotations"], "split_id_file": downloaded_files["train_ids"]}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"annotation_file": downloaded_files["annotations"], "split_id_file": downloaded_files["valid_ids"]}),
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datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"annotation_file": downloaded_files["annotations"], "split_id_file": downloaded_files["test_ids"]}),
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]
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def _generate_examples(self, annotation_file, split_id_file):
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"""This function returns the examples in the raw (text) form."""
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logger.info(f"generating examples from = {annotation_file}")
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with open(split_id_file) as f:
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split_ids = set([line.strip() for line in f])
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with open(annotation_file) as f:
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for line in f:
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data = json.loads(line)
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if data["id"] in split_ids:
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yield data["id"], data
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