Update README.md

README.md

@@ -36,11 +36,11 @@ In total, there are 6,650 unique posts across all subreddit. During the data col
 
 ### Dataset Sources
 
-- **API Documentation:** [https://www.reddit.com/dev/api]
+- **API Documentation:** [Reddit API Documentation](https://www.reddit.com/dev/api/)
 
 ### Supported Tasks
 
-The Reddit Climate Comment dataset is intended to be used for various natural language processing (NLP), text-based analyses, and network analysis related to discussions on climate change, energy, and renewable energy topics.
+The Reddit Climate Comment dataset is intended to be used for various natural text-based analyses related to discussions on climate change, energy, and renewable energy topics.
 
 Supported tasks include:
 
@@ -50,7 +50,6 @@ Supported tasks include:
 4. **User Engagement Analysis**: explore user engagement metrics, such as upvotes and comment length, to discern patterns in community participation and preferences.
 5. **Comparative Analysis**: conduct comparative analyses between discussions in subreddits focused on "energy", "renewable energy", "climate", and “climatechange”. Explore how conversations differ across these thematic areas.
 6. **Temporal Analysis**: investigate how discussions evolve by analyzing temporal patterns. Identify trends, peak activity periods, and correlations with real-world events.
-7. **Network Analysis**: Analyze the network structure of interactions between users or topics within the dataset. Explore patterns of connectivity, centrality, and clustering to gain insights into the underlying dynamics of the discussion ecosystem.
 
 ### Languages
 
@@ -139,17 +138,17 @@ comments: Sequence - Sequence of comments associated with the post.
 
 ### Source Data
 
-The source data for this dataset comprises comments contributed by Reddit users participating in discussions on climate change, energy, and renewable energy topics within designated subreddits. These subreddits include "Climate," "Energy," "RenewableEnergy", and “ClimateChange”. The comments were extracted from the top posts within these subreddits using the Reddit API.
+The source data for this dataset comprises comments contributed by Reddit users participating in discussions on subreddit topics within designated subreddits. The comments were extracted from the top posts within these subreddits using the Reddit API.
 
 #### Data Collection and Processing
 
-The data collection process involved extracting comments from the top posts in selected subreddits, including "Climate," "Energy," "RenewableEnergy", and “ClimateChange”, using the Reddit API. The PRAW Python library was utilized for interacting with the Reddit API. Specifically, the top ~1000 posts were considered in each subreddit, with comments and replies collected under each post. The data collection was performed on January 31st, 2024 with code in [reddit_data_collection.py](https://huggingface.co/datasets/cathw/reddit_climate_comment/blob/main/reddit_data_collection.py).
+The data collection process involved extracting comments from the top posts in selected subreddits, including "Climate," "Energy," "RenewableEnergy”, “ClimateChange”, “ClimateActionPlan”, “Environment”, “Sustainability”, and “Zerowaste”, using the Reddit API. The PRAW Python library was utilized for interacting with the Reddit API. Specifically, the top ~1000 posts were considered in each subreddit, with comments and replies collected under each post. The data collection was performed on Feburary 21st and 22nd, 2024 with code in [reddit_data_collection.py](https://huggingface.co/datasets/cathw/reddit_climate_comment/blob/main/reddit_data_collection.py).
 
 The processing steps included:
 
 1. Parsing Timestamps: convert timestamps to a standardized date-time format.
-2. Duplicate and Empty Cell Removal: check for and remove duplicate and empty cells to ensure dataset integrity and cleaness.
-3. Updated Data Organization: to enhance the structure and organization of the dataset, under the same subreddit community, we group comments under the same post title, identified by a unique post ID. Each post ID serves as an identification number, and all relevant information, including comment ID, author, comment bodies, timestamps, upvotes, and number of replies, is grouped together within this array-like structure.
+2. Empty Cell: convert empty cells to None ensure dataset integrity and cleaness.
+3. Updated Data Organization: to enhance the structure and organization of the datase
 
 **Benefits of the New Structure**