still formatting

README.md

@@ -17,14 +17,20 @@ All domains also have the original data source indicated, and the dataset's doma
 A large part of these data sources are open-sources academic datasets, and the labels for Y domains were also collected manually
 from online sources (governmental, journalistic or academic) that gathered domain lists in non-machine readable format.
 
+The full composition is provided below for both dataset versions, the downsampled one and the full variant:
+- `domain-pool`: 5,671,880 domains, labelled across three axes, all with at least one categorical label that can pertain to its reliability (e.g., 'fake news' or 'adult content').
+Categories are listed below. 
+- `domain-pool-downsampled`: 149,086 domains, where the dominating categories (ones with more than 20,000 datapoints) are downsampled to 15,000 or less.
+Due to overlaps between datasets, this brings some of the dominating categories to counts between 10 and 15,000; the processing includes an iterative optimizer that tries to minimize such loss.
+This is beneficial because the entire domain pool is predominantly composed of a few large categories (e.g., adult content accounts for more than 4 million domains).
+
+
 Some of the primary contributors to the dataset are:
 - [UT1](http://dsi.ut-capitole.fr/blacklists/index_en.php) by the University of Toulouse Capitole (88.6%),
 - [DQR](https://academic.oup.com/pnasnexus/article/2/9/pgad286/7258994?login=false) by Lin et al. (7.6%),
 - Wikipedia (3.6%),
 - [Lasser et al.]()'s data (3.1%).
 
-The full composition is provided below for both dataset versions. 
-
 
 
 
@@ -37,11 +43,44 @@ where we downsample the top few data domains that otherwise overwhelm the datase
 
 #### Reliability
 
-| Label type | Count | 
-| ---- | ---- | 
-| **Float** ([0,1]) | 11,882 | 
-| **3-class** (low-medium-high) | 12,053 *(6,432 - 306 - 5,315)* | 
-| **Categorical** (fine-grained) | All (148,830) | 
+Reliability as a broad category encompasses three types of labels; two quantitative, and one qualitative: 
+1. **Continuous score ( n = 11,980 ):** these are academic-sourced float on [0.0,1.0] that explicitly relates to the domain's reliability as assessed by expert fact-checkers. 
+2. **3-class ( n = 12,053 ):** same type of source and meaning, these span three levels: [low, medium, high].
+3. **Categorical ( n = 149,086 ):** these are broader categories that describe the nature of the website. Most are directly related to the website's reliability (e.g. 'malware'), while some are more neutral (e.g. 'sports').
+
+More precisely, 
+
+##### Reliability (continuous)
+
+- Count: 11,980
+<!-- - Min score: 0.00, -->
+<!-- - 25th perc.: 0.44, -->
+<!-- - median: 0.64, -->
+- mean: 0.59,
+<!-- - 75th perc. = 0.75,
+- max = 1.00 -->
+
+Distribution:
+
+
+![Reliability Distribution](https://cdn-uploads.huggingface.co/production/uploads/681e3663829118a837bbaeb3/vVNqqkuyPlqud-qkdXyUC.png)
+
+
+| Range        | [0.0, 0.1) | [0.1, 0.2) | [0.2, 0.3) | [0.3, 0.4) | [0.4, 0.5) | [0.5, 0.6) | [0.6, 0.7) | [0.7, 0.8) | [0.8, 0.9) | [0.9, 1.0] |
+|--------------|------------|------------|------------|------------|------------|------------|------------|------------|------------|------------|
+| Domains      | 49         | 161        | 809        | 1252       | 1751       | 1133       | 2415       | 2969       | 1356       | 84         |
+
+
+
+##### Reliability 3-class
+
+![Value Distribution](https://cdn-uploads.huggingface.co/production/uploads/681e3663829118a837bbaeb3/nOI3VmV_xedousOtg2F9c.png)
+
+| Value  | Domains |
+|--------|---------|
+| low    | 6440    |
+| high   | 5426    |
+| medium | 309     |
 
 #### Factuality
 
@@ -255,7 +294,7 @@ Hub No. EP/Y028872/1*. This research was also enabled in part by compute resourc
 
 
 
-pool.csv: 5671880
+<!-- pool.csv: 5671880
 downsampled.csv: 149086
 
 Reliability continuous
@@ -278,7 +317,7 @@ Reliability 3-class
 value   domains
 low     6440
 high    5426
-medium  309
+medium  309 -->
 
 Reliability categories
 ----------------------