Update sci_lay.py

sci_lay.py

@@ -14,10 +14,11 @@ _CITATION = """
 """
 
 _DESCRIPTION = """
-SCILAY comprises 46,486 instances, each representing a scientific article in the biomedical domain. 
+SCILAY comprises 43,790 instances, each representing a scientific article in the biomedical domain. 
 Each instance in the dataset includes the following components:
     - plain_text: Containing a plain language summary of the scientific article. This section is written in a simple and accessible language, and is intended to be understandable by a wide audience.
     - technical_text: This section contains the abstract of the scientific article. It provides a detailed and technical description of the research conducted in the article.
+    - full_text: This section contains the complete article of the scientific research
 In addition to the textual content, each instance is associated with the following metadata:
     - Keywords: Keywords that capture the main topics and themes addressed in the article.
     - Journal: The journal in which the article is published, providing context about the source of the research.
@@ -34,14 +35,14 @@ _DOI = "doi"
 _PMCID = "pmcid"
 _SUMMARY = "plain_text"
 _ABSTRACT = "technical_text"
+_FULL_TEXT = "full_text"
 _JOURNAL = "journal"
 _TOPICS = "topics"
 _KEYWORDS = "keywords"
 
 _JOURNALS = {
     "NC": "Nature Communications",
-    "A": "Animals: an Open Access Journal from MDPI",
-    "NIHR": "NIHR Journals Library",
+    "A": "Animals : an Open Access Journal from MDPI",
     "PLGEN": "PLoS Genetics",
     "PLPAT": "PLoS Pathogens",
     "PLCB": "PLoS Computational Biology",
@@ -109,11 +110,12 @@ class SciLay(datasets.GeneratorBasedBuilder):
                 _PMCID: datasets.Value("string"),
                 _SUMMARY: datasets.Value("string"),
                 _ABSTRACT: datasets.Value("string"),
+                _FULL_TEXT: datasets.Value("string"),
                 _JOURNAL: datasets.Value("string"),
                 _TOPICS: datasets.Sequence(datasets.Value("string")),
                 _KEYWORDS: datasets.Sequence(datasets.Value("string"))
             }),
-            supervised_keys=(_ABSTRACT, _SUMMARY),
+            supervised_keys=(_FULL_TEXT, _SUMMARY),
             homepage=_HOMEPAGE,
             license=_LICENSE,
             citation=_CITATION,
@@ -153,6 +155,7 @@ class SciLay(datasets.GeneratorBasedBuilder):
                             _PMCID: json_obj[_PMCID],
                             _SUMMARY: json_obj[_SUMMARY],
                             _ABSTRACT: json_obj[_ABSTRACT],
+                            _FULL_TEXT: json_obj[_FULL_TEXT],
                             _JOURNAL: json_obj[_JOURNAL],
                             _TOPICS: json_obj[_TOPICS],
                             _KEYWORDS: json_obj[_KEYWORDS]