arrmlet commited on
Commit
1aaa252
1 Parent(s): 4dfd784

Update README.md with latest statistics

Browse files
Files changed (1) hide show
  1. README.md +165 -0
README.md ADDED
@@ -0,0 +1,165 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ multilinguality:
4
+ - multilingual
5
+ source_datasets:
6
+ - original
7
+ task_categories:
8
+ - text-classification
9
+ - token-classification
10
+ - question-answering
11
+ - summarization
12
+ - text-generation
13
+ task_ids:
14
+ - sentiment-analysis
15
+ - topic-classification
16
+ - named-entity-recognition
17
+ - language-modeling
18
+ - text-scoring
19
+ - multi-class-classification
20
+ - multi-label-classification
21
+ - extractive-qa
22
+ - news-articles-summarization
23
+ ---
24
+
25
+
26
+ # Bittensor Subnet 13 Reddit Dataset
27
+
28
+ <center>
29
+ <img src="https://huggingface.co/datasets/macrocosm-os/images/resolve/main/bittensor.png" alt="Data-universe: The finest collection of social media data the web has to offer">
30
+ </center>
31
+
32
+ <center>
33
+ <img src="https://huggingface.co/datasets/macrocosm-os/images/resolve/main/macrocosmos-black.png" alt="Data-universe: The finest collection of social media data the web has to offer">
34
+ </center>
35
+
36
+
37
+ ## Dataset Description
38
+
39
+ - **Repository:** arrmlet/reddit_dataset_218
40
+ - **Subnet:** Bittensor Subnet 13
41
+ - **Miner Hotkey:** 0
42
+
43
+ ### Dataset Summary
44
+
45
+ This dataset is part of the Bittensor Subnet 13 decentralized network, containing preprocessed Reddit data. The data is continuously updated by network miners, providing a real-time stream of Reddit content for various analytical and machine learning tasks.
46
+ For more information about the dataset, please visit the [official repository](https://github.com/macrocosm-os/data-universe).
47
+
48
+ ### Supported Tasks
49
+
50
+ The versatility of this dataset allows researchers and data scientists to explore various aspects of social media dynamics and develop innovative applications. Users are encouraged to leverage this data creatively for their specific research or business needs.
51
+ For example:
52
+
53
+ - Sentiment Analysis
54
+ - Topic Modeling
55
+ - Community Analysis
56
+ - Content Categorization
57
+
58
+ ### Languages
59
+
60
+ Primary language: Datasets are mostly English, but can be multilingual due to decentralized ways of creation.
61
+
62
+ ## Dataset Structure
63
+
64
+ ### Data Instances
65
+
66
+ Each instance represents a single Reddit post or comment with the following fields:
67
+
68
+
69
+ ### Data Fields
70
+
71
+ - `text` (string): The main content of the Reddit post or comment.
72
+ - `label` (string): Sentiment or topic category of the content.
73
+ - `dataType` (string): Indicates whether the entry is a post or a comment.
74
+ - `communityName` (string): The name of the subreddit where the content was posted.
75
+ - `datetime` (string): The date when the content was posted or commented.
76
+ - `username_encoded` (string): An encoded version of the username to maintain user privacy.
77
+ - `url_encoded` (string): An encoded version of any URLs included in the content.
78
+
79
+ ### Data Splits
80
+
81
+ This dataset is continuously updated and does not have fixed splits. Users should create their own splits based on their requirements and the data's timestamp.
82
+
83
+ ## Dataset Creation
84
+
85
+ ### Source Data
86
+
87
+ Data is collected from public posts and comments on Reddit, adhering to the platform's terms of service and API usage guidelines.
88
+
89
+ ### Personal and Sensitive Information
90
+
91
+ All usernames and URLs are encoded to protect user privacy. The dataset does not intentionally include personal or sensitive information.
92
+
93
+ ## Considerations for Using the Data
94
+
95
+ ### Social Impact and Biases
96
+
97
+ Users should be aware of potential biases inherent in Reddit data, including demographic and content biases. This dataset reflects the content and opinions expressed on Reddit and should not be considered a representative sample of the general population.
98
+
99
+ ### Limitations
100
+
101
+ - Data quality may vary due to the nature of media sources.
102
+ - The dataset may contain noise, spam, or irrelevant content typical of social media platforms.
103
+ - Temporal biases may exist due to real-time collection methods.
104
+ - The dataset is limited to public subreddits and does not include private or restricted communities.
105
+
106
+ ## Additional Information
107
+
108
+ ### Licensing Information
109
+
110
+ The dataset is released under the MIT license. The use of this dataset is also subject to Reddit Terms of Use.
111
+
112
+ ### Citation Information
113
+
114
+ If you use this dataset in your research, please cite it as follows:
115
+
116
+ ```
117
+ @misc{arrmlet2024datauniversereddit_dataset_218,
118
+ title={The Data Universe Datasets: The finest collection of social media data the web has to offer},
119
+ author={arrmlet},
120
+ year={2024},
121
+ url={https://huggingface.co/datasets/arrmlet/reddit_dataset_218},
122
+ }
123
+ ```
124
+
125
+ ### Contributions
126
+
127
+ To report issues or contribute to the dataset, please contact the miner or use the Bittensor Subnet 13 governance mechanisms.
128
+
129
+ ## Dataset Statistics
130
+
131
+ [This section is automatically updated]
132
+
133
+ - **Total Instances:** 3782462
134
+ - **Date Range:** 2010-04-29 to 2024-09-19
135
+ - **Last Updated:** 2024-09-19
136
+
137
+ ### Data Distribution
138
+
139
+ - Posts: 8.19%
140
+ - Comments: 91.81%
141
+
142
+ ### Top 10 Subreddits
143
+
144
+ For full statistics, please refer to the `reddit_stats.json` file in the repository.
145
+
146
+ | Rank | Item | Percentage |
147
+ |------|------|------------|
148
+ | 1 | r/politics | 4.40% |
149
+ | 2 | r/AskReddit | 4.13% |
150
+ | 3 | r/worldnews | 4.02% |
151
+ | 4 | r/Bitcoin | 3.95% |
152
+ | 5 | r/technology | 3.60% |
153
+ | 6 | r/pics | 3.14% |
154
+ | 7 | r/wallstreetbets | 3.10% |
155
+ | 8 | r/todayilearned | 2.80% |
156
+ | 9 | r/movies | 2.79% |
157
+ | 10 | r/Music | 2.79% |
158
+
159
+
160
+
161
+ ## Update History
162
+
163
+ | Date | New Instances | Total Instances |
164
+ |------|---------------|-----------------|
165
+ | 2024-09-19 | 3782462 | 3782462 |