Datasets:
yael-katsman
commited on
Update README.md
Browse files
README.md
CHANGED
@@ -45,19 +45,45 @@ Each data point includes a title, a post, a label indicating the causes of lonel
|
|
45 |
|
46 |
|
47 |
### Data Splits
|
48 |
-
The data is split into
|
|
|
|
|
49 |
|
50 |
-
|
|
|
|
|
|
|
|
|
51 |
|
52 |
-
|
53 |
|
54 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
55 |
|
56 |
-
| | Train | Dev | Test |
|
57 |
-
| ------------ | :-------: | :-----: | :-----: |
|
58 |
-
| exploration | 80 | 0 | 0 |
|
59 |
-
| evaluation | 40 | 40 | 0 |
|
60 |
-
| part 3 | 90 | 0 | 150 |
|
61 |
|
62 |
|
63 |
- **Curated by:** [More Information Needed]
|
|
|
45 |
|
46 |
|
47 |
### Data Splits
|
48 |
+
The data is split into training, validation, and test sets.
|
49 |
+
The samples are picked at random, with the test set consisting of 153 samples, the validation set consisting of 45 samples,
|
50 |
+
and the training set consisting of 300 samples.
|
51 |
|
52 |
+
| | Train | validation | Test |
|
53 |
+
| ------------ | :-------: | :-----: | :-----: |
|
54 |
+
| exploration | 61 | 3 | 27 |
|
55 |
+
| evaluation | 66 | 8 | 35 |
|
56 |
+
| part 3 | 173 | 34 | 61 |
|
57 |
|
58 |
+
## Dataset Creation
|
59 |
|
60 |
+
### Source Data
|
61 |
+
|
62 |
+
#### Initial Data Collection and Preprocessing
|
63 |
+
The data was collected using the Reddit API, initially extracting 550 posts. After filtering out irrelevant content, such as posts with community guidelines, non-English language, and other non-pertinent material, 520 posts remained. The dataset was then split into 70% from "r/lonely" and 30% from "r/offmychest," resulting in a final set of 498 posts. Posts were limited to 300 words, excluding titles, to maintain annotators’ focus and uphold the overall quality of the dataset.
|
64 |
+
|
65 |
+
#### Text contributors
|
66 |
+
The text contributors are users of the [r/lonely]( https://www.reddit.com/r/lonely/) and
|
67 |
+
[r/r/offmychest]( https://www.reddit.com/r/offmychest/). No further demographic information was available.
|
68 |
+
|
69 |
+
### Annotations
|
70 |
+
There were two annotation tasks:
|
71 |
+
Task 1 - Classifying Causes of Loneliness:
|
72 |
+
This task involves classifying posts into multiple categories reflecting the causes of loneliness:
|
73 |
+
|
74 |
+
Lack of family contact
|
75 |
+
Lack of friends
|
76 |
+
Lack of romantic relationships
|
77 |
+
Lack of community or social support
|
78 |
+
Lack of physical touch
|
79 |
+
Other
|
80 |
+
Not lonely
|
81 |
+
|
82 |
+
Task 2 - Rating Intensity of Loneliness:
|
83 |
+
This task requires rating the intensity of loneliness on a scale from 1 to 5, based on the annotators’ personal assessment, where 1 represents 'not lonely' and 5 represents 'extremely lonely.'
|
84 |
+
|
85 |
+
**The complete annotation guidelines can be found in guidelines.pdf**
|
86 |
|
|
|
|
|
|
|
|
|
|
|
87 |
|
88 |
|
89 |
- **Curated by:** [More Information Needed]
|