Datasets:
Janosch Hoefer
commited on
Commit
·
f846452
1
Parent(s):
ea95b31
added setup.py
Browse files- README.md +167 -0
- tweetyface_debug.py +132 -0
README.md
ADDED
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| 1 |
+
---
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| 2 |
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annotations_creators:
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| 3 |
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- machine-generated
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| 4 |
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language:
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| 5 |
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- en
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| 6 |
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- de
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| 7 |
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language_creators:
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- crowdsourced
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| 9 |
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license:
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| 10 |
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- apache-2.0
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multilinguality:
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- multilingual
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pretty_name: tweetyface_debug
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size_categories:
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- 10K<n<100K
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source_datasets: []
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tags: []
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task_categories:
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- text-generation
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task_ids: []
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---
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# DEBUG Dataset Card for "tweetyface"
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## Table of Contents
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+
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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| 29 |
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- [Dataset Summary](#dataset-summary)
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| 30 |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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| 31 |
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- [Languages](#languages)
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| 32 |
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- [Dataset Structure](#dataset-structure)
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| 33 |
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- [Data Instances](#data-instances)
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| 34 |
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- [Data Fields](#data-fields)
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| 35 |
+
- [Data Splits](#data-splits)
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| 36 |
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- [Dataset Creation](#dataset-creation)
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| 37 |
+
- [Curation Rationale](#curation-rationale)
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| 38 |
+
- [Source Data](#source-data)
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| 39 |
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- [Annotations](#annotations)
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| 40 |
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 41 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 42 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 43 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 44 |
+
- [Other Known Limitations](#other-known-limitations)
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| 45 |
+
- [Additional Information](#additional-information)
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| 46 |
+
- [Dataset Curators](#dataset-curators)
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| 47 |
+
- [Licensing Information](#licensing-information)
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| 48 |
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- [Citation Information](#citation-information)
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| 49 |
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- [Contributions](#contributions)
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| 50 |
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| 51 |
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## Dataset Description
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| 52 |
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| 53 |
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- **Homepage:**
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| 54 |
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- **Repository:** [GitHub](https://github.com/ml-projects-kiel/OpenCampus-ApplicationofTransformers)
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| 55 |
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| 56 |
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### Dataset Summary
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| 57 |
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| 58 |
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DEBUG
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| 59 |
+
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| 60 |
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### Supported Tasks and Leaderboards
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| 61 |
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| 62 |
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[More Information Needed]
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| 63 |
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| 64 |
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### Languages
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| 65 |
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| 66 |
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English, German
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| 67 |
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| 68 |
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## Dataset Structure
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| 69 |
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| 70 |
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### Data Instances
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| 71 |
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| 72 |
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#### english
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| 73 |
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| 74 |
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- **Size of downloaded dataset files:** 4.77 MB
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| 75 |
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- **Size of the generated dataset:** 5.92 MB
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| 76 |
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- **Total amount of disk used:** 4.77 MB
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| 77 |
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| 78 |
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#### german
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| 79 |
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| 80 |
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- **Size of downloaded dataset files:** 2.58 MB
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| 81 |
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- **Size of the generated dataset:** 3.10 MB
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| 82 |
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- **Total amount of disk used:** 2.59 MB
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| 83 |
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| 84 |
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An example of 'validation' looks as follows.
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| 86 |
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```
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| 87 |
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{
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| 88 |
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"text": "@SpaceX @Space_Station About twice as much useful mass to orbit as rest of Earth combined",
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| 89 |
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"label": elonmusk,
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| 90 |
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"idx": 1001283
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| 91 |
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}
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| 92 |
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```
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| 93 |
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| 94 |
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### Data Fields
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| 95 |
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| 96 |
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The data fields are the same among all splits and languages.
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| 97 |
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- `text`: a `string` feature.
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| 99 |
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- `label`: a classification label
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| 100 |
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- `idx`: an `string` feature.
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| 101 |
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- `ref_tweet`: a `bool` feature.
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| 102 |
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- `reply_tweet`: a `bool` feature.
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### Data Splits
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| name | train | validation |
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| ------- | ----: | ---------: |
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| english | 27857 | 6965 |
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| german | 10254 | 2564 |
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| 110 |
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## Dataset Creation
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| 112 |
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| 113 |
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### Curation Rationale
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| 114 |
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| 115 |
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[More Information Needed]
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| 116 |
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| 117 |
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### Source Data
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| 118 |
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| 119 |
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#### Initial Data Collection and Normalization
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| 120 |
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| 121 |
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[More Information Needed]
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| 122 |
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#### Who are the source language producers?
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| 124 |
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| 125 |
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[More Information Needed]
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| 127 |
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### Annotations
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| 128 |
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| 129 |
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#### Annotation process
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| 130 |
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| 131 |
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[More Information Needed]
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| 132 |
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| 133 |
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#### Who are the annotators?
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| 134 |
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| 135 |
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[More Information Needed]
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| 136 |
+
|
| 137 |
+
### Personal and Sensitive Information
|
| 138 |
+
|
| 139 |
+
[More Information Needed]
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| 140 |
+
|
| 141 |
+
## Considerations for Using the Data
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| 142 |
+
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| 143 |
+
### Social Impact of Dataset
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| 144 |
+
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| 145 |
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[More Information Needed]
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| 146 |
+
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| 147 |
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### Discussion of Biases
|
| 148 |
+
|
| 149 |
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[More Information Needed]
|
| 150 |
+
|
| 151 |
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### Other Known Limitations
|
| 152 |
+
|
| 153 |
+
[More Information Needed]
|
| 154 |
+
|
| 155 |
+
## Additional Information
|
| 156 |
+
|
| 157 |
+
### Dataset Curators
|
| 158 |
+
|
| 159 |
+
[More Information Needed]
|
| 160 |
+
|
| 161 |
+
### Licensing Information
|
| 162 |
+
|
| 163 |
+
[More Information Needed]
|
| 164 |
+
|
| 165 |
+
### Citation Information
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| 166 |
+
|
| 167 |
+
[More Information Needed]
|
tweetyface_debug.py
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| 1 |
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# coding=utf-8
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| 2 |
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# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace NLP Authors.
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| 3 |
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#
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| 4 |
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# Licensed under the Apache License, Version 2.0 (the "License");
|
| 5 |
+
# you may not use this file except in compliance with the License.
|
| 6 |
+
# You may obtain a copy of the License at
|
| 7 |
+
#
|
| 8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 9 |
+
#
|
| 10 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
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| 12 |
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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| 13 |
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# See the License for the specific language governing permissions and
|
| 14 |
+
# limitations under the License.
|
| 15 |
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| 16 |
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# Lint as: python3
|
| 17 |
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"""tweetyface dataset."""
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| 18 |
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| 19 |
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| 20 |
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import json
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| 21 |
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| 22 |
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import datasets
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| 23 |
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| 24 |
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_DESCRIPTION = """\
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| 25 |
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DEBUG DATASET
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| 26 |
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"""
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| 27 |
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| 28 |
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_HOMEPAGE = "https://github.com/ml-projects-kiel/OpenCampus-ApplicationofTransformers"
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| 29 |
+
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| 30 |
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URL = "https://raw.githubusercontent.com/ml-projects-kiel/OpenCampus-ApplicationofTransformers/qa/develop/"
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| 31 |
+
|
| 32 |
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_URLs = {
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| 33 |
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"english": {
|
| 34 |
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"train": URL + "tweetyface_en/train.json",
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| 35 |
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"validation": URL + "tweetyface_en/validation.json",
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| 36 |
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},
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| 37 |
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"german": {
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| 38 |
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"train": URL + "tweetyface_de/train.json",
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| 39 |
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"validation": URL + "tweetyface_de/validation.json",
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| 40 |
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},
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| 41 |
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}
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| 42 |
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| 43 |
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_VERSION = "0.3.0"
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| 44 |
+
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| 45 |
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_LICENSE = """
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| 46 |
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Apache License Version 2.0
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| 47 |
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"""
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| 48 |
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| 49 |
+
|
| 50 |
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class TweetyFaceConfig(datasets.BuilderConfig):
|
| 51 |
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"""BuilderConfig for TweetyFace."""
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| 52 |
+
|
| 53 |
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def __init__(self, **kwargs):
|
| 54 |
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"""BuilderConfig for TweetyFace.
|
| 55 |
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| 56 |
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Args:
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| 57 |
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**kwargs: keyword arguments forwarded to super.
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| 58 |
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"""
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| 59 |
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super(TweetyFaceConfig, self).__init__(**kwargs)
|
| 60 |
+
|
| 61 |
+
|
| 62 |
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class TweetyFace(datasets.GeneratorBasedBuilder):
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| 63 |
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"""tweetyface"""
|
| 64 |
+
|
| 65 |
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BUILDER_CONFIGS = [
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| 66 |
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TweetyFaceConfig(
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| 67 |
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name=lang,
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| 68 |
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description=f"{lang.capitalize()} Twitter Users",
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| 69 |
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version=datasets.Version(_VERSION),
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| 70 |
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)
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| 71 |
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for lang in _URLs.keys()
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| 72 |
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]
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| 73 |
+
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| 74 |
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def _info(self):
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| 75 |
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if self.config.name == "english":
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| 76 |
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names = [
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"MKBHD",
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| 78 |
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"elonmusk",
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"alyankovic",
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"Cristiano",
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| 81 |
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"katyperry",
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| 82 |
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"neiltyson",
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| 83 |
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"BillGates",
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| 84 |
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"BillNye",
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| 85 |
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"GretaThunberg",
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| 86 |
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"BarackObama",
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"Trevornoah",
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]
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else:
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names = [
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"OlafScholz",
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| 92 |
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"Karl_Lauterbach",
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| 93 |
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"janboehm",
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| 94 |
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"Markus_Soeder",
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]
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| 96 |
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return datasets.DatasetInfo(
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description=_DESCRIPTION + self.config.description,
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features=datasets.Features(
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{
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"text": datasets.Value("string"),
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"label": datasets.features.ClassLabel(names=names),
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"idx": datasets.Value("string"),
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"ref_tweet": datasets.Value("bool"),
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"reply_tweet": datasets.Value("bool"),
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}
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),
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| 107 |
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homepage=_HOMEPAGE,
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| 108 |
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license=_LICENSE,
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| 109 |
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)
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| 110 |
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| 111 |
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def _split_generators(self, dl_manager):
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| 112 |
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"""Returns SplitGenerators."""
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my_urls = _URLs[self.config.name]
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| 114 |
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data_dir = dl_manager.download_and_extract(my_urls)
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| 115 |
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return [
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| 116 |
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datasets.SplitGenerator(
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| 117 |
+
name=datasets.Split.TRAIN,
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| 118 |
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gen_kwargs={"filepath": data_dir["train"]},
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| 119 |
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),
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| 120 |
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datasets.SplitGenerator(
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| 121 |
+
name=datasets.Split.VALIDATION,
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| 122 |
+
gen_kwargs={"filepath": data_dir["validation"]},
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| 123 |
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),
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| 124 |
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]
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| 125 |
+
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| 126 |
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def _generate_examples(self, filepath):
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| 127 |
+
"""This function returns the examples in the raw (text) form by iterating on all the files."""
|
| 128 |
+
with open(filepath, encoding="utf-8") as f:
|
| 129 |
+
for row in f:
|
| 130 |
+
data = json.loads(row)
|
| 131 |
+
idx = data["idx"]
|
| 132 |
+
yield idx, data
|