Update README.md

README.md

@@ -1,259 +1,289 @@
----
-dataset_info:
-  features:
-  - name: subreddit
-    dtype: string
-  - name: post_id
-    dtype: string
-  - name: sentence_range
-    dtype: string
-  - name: text
-    dtype: string
-  - name: id
-    dtype: int64
-  - name: label
-    dtype: int64
-  - name: confidence
-    dtype: float64
-  - name: social_timestamp
-    dtype: int64
-  - name: social_karma
-    dtype: int64
-  - name: syntax_ari
-    dtype: float64
-  - name: lex_liwc_WC
-    dtype: int64
-  - name: lex_liwc_Analytic
-    dtype: float64
-  - name: lex_liwc_Clout
-    dtype: float64
-  - name: lex_liwc_Authentic
-    dtype: float64
-  - name: lex_liwc_Tone
-    dtype: float64
-  - name: lex_liwc_WPS
-    dtype: float64
-  - name: lex_liwc_Sixltr
-    dtype: float64
-  - name: lex_liwc_Dic
-    dtype: float64
-  - name: lex_liwc_function
-    dtype: float64
-  - name: lex_liwc_pronoun
-    dtype: float64
-  - name: lex_liwc_ppron
-    dtype: float64
-  - name: lex_liwc_i
-    dtype: float64
-  - name: lex_liwc_we
-    dtype: float64
-  - name: lex_liwc_you
-    dtype: float64
-  - name: lex_liwc_shehe
-    dtype: float64
-  - name: lex_liwc_they
-    dtype: float64
-  - name: lex_liwc_ipron
-    dtype: float64
-  - name: lex_liwc_article
-    dtype: float64
-  - name: lex_liwc_prep
-    dtype: float64
-  - name: lex_liwc_auxverb
-    dtype: float64
-  - name: lex_liwc_adverb
-    dtype: float64
-  - name: lex_liwc_conj
-    dtype: float64
-  - name: lex_liwc_negate
-    dtype: float64
-  - name: lex_liwc_verb
-    dtype: float64
-  - name: lex_liwc_adj
-    dtype: float64
-  - name: lex_liwc_compare
-    dtype: float64
-  - name: lex_liwc_interrog
-    dtype: float64
-  - name: lex_liwc_number
-    dtype: float64
-  - name: lex_liwc_quant
-    dtype: float64
-  - name: lex_liwc_affect
-    dtype: float64
-  - name: lex_liwc_posemo
-    dtype: float64
-  - name: lex_liwc_negemo
-    dtype: float64
-  - name: lex_liwc_anx
-    dtype: float64
-  - name: lex_liwc_anger
-    dtype: float64
-  - name: lex_liwc_sad
-    dtype: float64
-  - name: lex_liwc_social
-    dtype: float64
-  - name: lex_liwc_family
-    dtype: float64
-  - name: lex_liwc_friend
-    dtype: float64
-  - name: lex_liwc_female
-    dtype: float64
-  - name: lex_liwc_male
-    dtype: float64
-  - name: lex_liwc_cogproc
-    dtype: float64
-  - name: lex_liwc_insight
-    dtype: float64
-  - name: lex_liwc_cause
-    dtype: float64
-  - name: lex_liwc_discrep
-    dtype: float64
-  - name: lex_liwc_tentat
-    dtype: float64
-  - name: lex_liwc_certain
-    dtype: float64
-  - name: lex_liwc_differ
-    dtype: float64
-  - name: lex_liwc_percept
-    dtype: float64
-  - name: lex_liwc_see
-    dtype: float64
-  - name: lex_liwc_hear
-    dtype: float64
-  - name: lex_liwc_feel
-    dtype: float64
-  - name: lex_liwc_bio
-    dtype: float64
-  - name: lex_liwc_body
-    dtype: float64
-  - name: lex_liwc_health
-    dtype: float64
-  - name: lex_liwc_sexual
-    dtype: float64
-  - name: lex_liwc_ingest
-    dtype: float64
-  - name: lex_liwc_drives
-    dtype: float64
-  - name: lex_liwc_affiliation
-    dtype: float64
-  - name: lex_liwc_achieve
-    dtype: float64
-  - name: lex_liwc_power
-    dtype: float64
-  - name: lex_liwc_reward
-    dtype: float64
-  - name: lex_liwc_risk
-    dtype: float64
-  - name: lex_liwc_focuspast
-    dtype: float64
-  - name: lex_liwc_focuspresent
-    dtype: float64
-  - name: lex_liwc_focusfuture
-    dtype: float64
-  - name: lex_liwc_relativ
-    dtype: float64
-  - name: lex_liwc_motion
-    dtype: float64
-  - name: lex_liwc_space
-    dtype: float64
-  - name: lex_liwc_time
-    dtype: float64
-  - name: lex_liwc_work
-    dtype: float64
-  - name: lex_liwc_leisure
-    dtype: float64
-  - name: lex_liwc_home
-    dtype: float64
-  - name: lex_liwc_money
-    dtype: float64
-  - name: lex_liwc_relig
-    dtype: float64
-  - name: lex_liwc_death
-    dtype: float64
-  - name: lex_liwc_informal
-    dtype: float64
-  - name: lex_liwc_swear
-    dtype: float64
-  - name: lex_liwc_netspeak
-    dtype: float64
-  - name: lex_liwc_assent
-    dtype: float64
-  - name: lex_liwc_nonflu
-    dtype: float64
-  - name: lex_liwc_filler
-    dtype: float64
-  - name: lex_liwc_AllPunc
-    dtype: float64
-  - name: lex_liwc_Period
-    dtype: float64
-  - name: lex_liwc_Comma
-    dtype: float64
-  - name: lex_liwc_Colon
-    dtype: float64
-  - name: lex_liwc_SemiC
-    dtype: float64
-  - name: lex_liwc_QMark
-    dtype: float64
-  - name: lex_liwc_Exclam
-    dtype: float64
-  - name: lex_liwc_Dash
-    dtype: float64
-  - name: lex_liwc_Quote
-    dtype: float64
-  - name: lex_liwc_Apostro
-    dtype: float64
-  - name: lex_liwc_Parenth
-    dtype: float64
-  - name: lex_liwc_OtherP
-    dtype: float64
-  - name: lex_dal_max_pleasantness
-    dtype: float64
-  - name: lex_dal_max_activation
-    dtype: float64
-  - name: lex_dal_max_imagery
-    dtype: float64
-  - name: lex_dal_min_pleasantness
-    dtype: float64
-  - name: lex_dal_min_activation
-    dtype: float64
-  - name: lex_dal_min_imagery
-    dtype: float64
-  - name: lex_dal_avg_activation
-    dtype: float64
-  - name: lex_dal_avg_imagery
-    dtype: float64
-  - name: lex_dal_avg_pleasantness
-    dtype: float64
-  - name: social_upvote_ratio
-    dtype: float64
-  - name: social_num_comments
-    dtype: int64
-  - name: syntax_fk_grade
-    dtype: float64
-  - name: sentiment
-    dtype: float64
-  splits:
-  - name: train
-    num_bytes: 3929762
-    num_examples: 2838
-  - name: test
-    num_bytes: 988933
-    num_examples: 715
-  download_size: 2297873
-  dataset_size: 4918695
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
-tags:
-- stress
-- social-media
-- reddit
-pretty_name: 'Dreaddit: A Reddit Dataset for Stress Analysis in Social Media'
-size_categories:
-- 1K<n<10K
----
+---
+dataset_info:
+  features:
+  - name: subreddit
+    dtype: string
+  - name: post_id
+    dtype: string
+  - name: sentence_range
+    dtype: string
+  - name: text
+    dtype: string
+  - name: id
+    dtype: int64
+  - name: label
+    dtype: int64
+  - name: confidence
+    dtype: float64
+  - name: social_timestamp
+    dtype: int64
+  - name: social_karma
+    dtype: int64
+  - name: syntax_ari
+    dtype: float64
+  - name: lex_liwc_WC
+    dtype: int64
+  - name: lex_liwc_Analytic
+    dtype: float64
+  - name: lex_liwc_Clout
+    dtype: float64
+  - name: lex_liwc_Authentic
+    dtype: float64
+  - name: lex_liwc_Tone
+    dtype: float64
+  - name: lex_liwc_WPS
+    dtype: float64
+  - name: lex_liwc_Sixltr
+    dtype: float64
+  - name: lex_liwc_Dic
+    dtype: float64
+  - name: lex_liwc_function
+    dtype: float64
+  - name: lex_liwc_pronoun
+    dtype: float64
+  - name: lex_liwc_ppron
+    dtype: float64
+  - name: lex_liwc_i
+    dtype: float64
+  - name: lex_liwc_we
+    dtype: float64
+  - name: lex_liwc_you
+    dtype: float64
+  - name: lex_liwc_shehe
+    dtype: float64
+  - name: lex_liwc_they
+    dtype: float64
+  - name: lex_liwc_ipron
+    dtype: float64
+  - name: lex_liwc_article
+    dtype: float64
+  - name: lex_liwc_prep
+    dtype: float64
+  - name: lex_liwc_auxverb
+    dtype: float64
+  - name: lex_liwc_adverb
+    dtype: float64
+  - name: lex_liwc_conj
+    dtype: float64
+  - name: lex_liwc_negate
+    dtype: float64
+  - name: lex_liwc_verb
+    dtype: float64
+  - name: lex_liwc_adj
+    dtype: float64
+  - name: lex_liwc_compare
+    dtype: float64
+  - name: lex_liwc_interrog
+    dtype: float64
+  - name: lex_liwc_number
+    dtype: float64
+  - name: lex_liwc_quant
+    dtype: float64
+  - name: lex_liwc_affect
+    dtype: float64
+  - name: lex_liwc_posemo
+    dtype: float64
+  - name: lex_liwc_negemo
+    dtype: float64
+  - name: lex_liwc_anx
+    dtype: float64
+  - name: lex_liwc_anger
+    dtype: float64
+  - name: lex_liwc_sad
+    dtype: float64
+  - name: lex_liwc_social
+    dtype: float64
+  - name: lex_liwc_family
+    dtype: float64
+  - name: lex_liwc_friend
+    dtype: float64
+  - name: lex_liwc_female
+    dtype: float64
+  - name: lex_liwc_male
+    dtype: float64
+  - name: lex_liwc_cogproc
+    dtype: float64
+  - name: lex_liwc_insight
+    dtype: float64
+  - name: lex_liwc_cause
+    dtype: float64
+  - name: lex_liwc_discrep
+    dtype: float64
+  - name: lex_liwc_tentat
+    dtype: float64
+  - name: lex_liwc_certain
+    dtype: float64
+  - name: lex_liwc_differ
+    dtype: float64
+  - name: lex_liwc_percept
+    dtype: float64
+  - name: lex_liwc_see
+    dtype: float64
+  - name: lex_liwc_hear
+    dtype: float64
+  - name: lex_liwc_feel
+    dtype: float64
+  - name: lex_liwc_bio
+    dtype: float64
+  - name: lex_liwc_body
+    dtype: float64
+  - name: lex_liwc_health
+    dtype: float64
+  - name: lex_liwc_sexual
+    dtype: float64
+  - name: lex_liwc_ingest
+    dtype: float64
+  - name: lex_liwc_drives
+    dtype: float64
+  - name: lex_liwc_affiliation
+    dtype: float64
+  - name: lex_liwc_achieve
+    dtype: float64
+  - name: lex_liwc_power
+    dtype: float64
+  - name: lex_liwc_reward
+    dtype: float64
+  - name: lex_liwc_risk
+    dtype: float64
+  - name: lex_liwc_focuspast
+    dtype: float64
+  - name: lex_liwc_focuspresent
+    dtype: float64
+  - name: lex_liwc_focusfuture
+    dtype: float64
+  - name: lex_liwc_relativ
+    dtype: float64
+  - name: lex_liwc_motion
+    dtype: float64
+  - name: lex_liwc_space
+    dtype: float64
+  - name: lex_liwc_time
+    dtype: float64
+  - name: lex_liwc_work
+    dtype: float64
+  - name: lex_liwc_leisure
+    dtype: float64
+  - name: lex_liwc_home
+    dtype: float64
+  - name: lex_liwc_money
+    dtype: float64
+  - name: lex_liwc_relig
+    dtype: float64
+  - name: lex_liwc_death
+    dtype: float64
+  - name: lex_liwc_informal
+    dtype: float64
+  - name: lex_liwc_swear
+    dtype: float64
+  - name: lex_liwc_netspeak
+    dtype: float64
+  - name: lex_liwc_assent
+    dtype: float64
+  - name: lex_liwc_nonflu
+    dtype: float64
+  - name: lex_liwc_filler
+    dtype: float64
+  - name: lex_liwc_AllPunc
+    dtype: float64
+  - name: lex_liwc_Period
+    dtype: float64
+  - name: lex_liwc_Comma
+    dtype: float64
+  - name: lex_liwc_Colon
+    dtype: float64
+  - name: lex_liwc_SemiC
+    dtype: float64
+  - name: lex_liwc_QMark
+    dtype: float64
+  - name: lex_liwc_Exclam
+    dtype: float64
+  - name: lex_liwc_Dash
+    dtype: float64
+  - name: lex_liwc_Quote
+    dtype: float64
+  - name: lex_liwc_Apostro
+    dtype: float64
+  - name: lex_liwc_Parenth
+    dtype: float64
+  - name: lex_liwc_OtherP
+    dtype: float64
+  - name: lex_dal_max_pleasantness
+    dtype: float64
+  - name: lex_dal_max_activation
+    dtype: float64
+  - name: lex_dal_max_imagery
+    dtype: float64
+  - name: lex_dal_min_pleasantness
+    dtype: float64
+  - name: lex_dal_min_activation
+    dtype: float64
+  - name: lex_dal_min_imagery
+    dtype: float64
+  - name: lex_dal_avg_activation
+    dtype: float64
+  - name: lex_dal_avg_imagery
+    dtype: float64
+  - name: lex_dal_avg_pleasantness
+    dtype: float64
+  - name: social_upvote_ratio
+    dtype: float64
+  - name: social_num_comments
+    dtype: int64
+  - name: syntax_fk_grade
+    dtype: float64
+  - name: sentiment
+    dtype: float64
+  splits:
+  - name: train
+    num_bytes: 3929762
+    num_examples: 2838
+  - name: test
+    num_bytes: 988933
+    num_examples: 715
+  download_size: 2297873
+  dataset_size: 4918695
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: test
+    path: data/test-*
+tags:
+- stress
+- social-media
+- reddit
+pretty_name: 'Dreaddit: A Reddit Dataset for Stress Analysis in Social Media'
+size_categories:
+- 1K<n<10K
+language:
+- en
+---
+# Dreaddit: A Reddit Dataset for Stress Analysis in Social Media
+
+Consists of 190K posts from five different categories of Reddit communities.
+
+## Citation
+
+```
+@inproceedings{turcan-mckeown-2019-dreaddit,
+    title = "{D}readdit: A {R}eddit Dataset for Stress Analysis in Social Media",
+    author = "Turcan, Elsbeth  and
+      McKeown, Kathy",
+    editor = "Holderness, Eben  and
+      Jimeno Yepes, Antonio  and
+      Lavelli, Alberto  and
+      Minard, Anne-Lyse  and
+      Pustejovsky, James  and
+      Rinaldi, Fabio",
+    booktitle = "Proceedings of the Tenth International Workshop on Health Text Mining and Information Analysis (LOUHI 2019)",
+    month = nov,
+    year = "2019",
+    address = "Hong Kong",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/D19-6213/",
+    doi = "10.18653/v1/D19-6213",
+    pages = "97--107",
+    abstract = "Stress is a nigh-universal human experience, particularly in the online world. While stress can be a motivator, too much stress is associated with many negative health outcomes, making its identification useful across a range of domains. However, existing computational research typically only studies stress in domains such as speech, or in short genres such as Twitter. We present Dreaddit, a new text corpus of lengthy multi-domain social media data for the identification of stress. Our dataset consists of 190K posts from five different categories of Reddit communities; we additionally label 3.5K total segments taken from 3K posts using Amazon Mechanical Turk. We present preliminary supervised learning methods for identifying stress, both neural and traditional, and analyze the complexity and diversity of the data and characteristics of each category."
+}
+```