fix: metadata features defintion

.gitignore

@@ -1,2 +1,3 @@
 ag_news.csv
-newsSpace
+newsSpace
+categories.txt

README.md

@@ -1,4 +1,43 @@
 ---
 task_categories:
 - text-classification
+
+dataset_info:
+  features:
+    - name: source
+      dtype: string
+    - name: url
+      dtype: string
+    - name: title
+      dtype: string
+    - name: image
+      dtype: string
+    - name: category
+      dtype: string
+    - name: description
+      dtype: string
+    - name: rank
+      dtype: int32
+    - name: pubdate
+      dtype: string
+    - name: text
+      dtype: string
+    - name: label
+      dtype:
+        class_label:
+          names:
+            '0': Business
+            '1': Entertainment
+            '2': Europe
+            '3': Health
+            '4': Italia
+            '5': Music Feeds
+            '6': Sci/Tech
+            '7': Software and Developement
+            '8': Sports
+            '9': Toons
+            '10': Top News
+            '11': Top Stories
+            '12': U.S.
+            '13': World
 ---

convert.py

@@ -8,6 +8,7 @@ Usage:
 
 import csv
 import html
+import os
 import sys
 
 import pandas as pd
@@ -47,7 +48,7 @@ def _clean_html(text):
     html_code.replace("</p>", "\n\n</p>")
     html_code.replace("<br>", "\n")
 
-    soup = BeautifulSoup(html_code, "lxml")
+    soup = BeautifulSoup(html_code, "html.parser")
     text = soup.get_text(separator=" ")
 
     text = text.replace(" \n", "\n").replace("\n ", "\n")
@@ -108,6 +109,8 @@ def run():
     # Add a label to each row
     _categories = list(categories)
     _categories.sort()
+    
+    save_categories(_categories)
 
     for row in rows:
         row["label"] = _categories.index(row["category"])
@@ -138,5 +141,13 @@ def split_csv_train_test(**kwargs):
     test_df.to_csv(TEST_OUTPUT_FILE, index=False)
 
 
+def save_categories(categories, fname="categories.txt"):
+    """
+    Save the categories into a text file.
+    """
+    with open(fname, "w") as f:
+        for category in categories:
+            f.write(category + os.linesep)
+
 if __name__ == "__main__":
     run()

test.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:da30f3d131924df14ef5280f93ef45343a81a0592460a64e0847dca225f5ce70
-size 169955948
+oid sha256:9f59e985d4ad4a4999f93ddf182b77ec9399c75425c7496d92a2cfca3e31b639
+size 169961937

train.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4b16743cfa3c595c010695b2ca80899fb6e52f1e91a736110d60b005e7e7b493
-size 679730930
+oid sha256:3cb732b181495dbe39da430669d5b11d52da82de2dacf2d6296e35d80a40845a
+size 679752245