corrected original md_content not updating on first run when using replace_figures_in_markdown function.

Author: HarrySu123

conversion2025/mathpix_to_llm_to_in2lambda_to_JSON.ipynb

@@ -261,7 +261,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def replace_figures_in_markdown(md_content, figures):\n",
+    "def replace_figures_in_markdown(md_content, figures) -> str:\n",
     "    #replace the image URLs in the markdown content with local paths\n",
     "    # add pictureTag for Lambda Feedback to recognise it as a picture\n",
     "    md_content = md_content.replace(\"![]\", \"![pictureTag]\")\n",
@@ -275,8 +275,10 @@
     "        print(\"Modified markdown saved successfully.\")\n",
     "    except Exception as e:\n",
     "        print(f\"Error saving modified markdown: {e}\")\n",
+    "    \n",
+    "    return md_content\n",
     "\n",
-    "replace_figures_in_markdown(md_content, figures)"
+    "md_content = replace_figures_in_markdown(md_content, figures)"
    ]
   },
   {
@@ -935,10 +937,10 @@
     "        dict: A dictionary containing the keys \"name\" and \"exercise\".\n",
     "              If parsing fails, returns None.\n",
     "    \"\"\"\n",
-    "    # corrected_md_content = correct_mistakes_in_markdown(md_content)\n",
-    "    # print(\"Markdown content corrected for spelling, grammar, and structure.\")\n",
+    "    corrected_md_content = correct_mistakes_in_markdown(md_content)\n",
+    "    print(\"Markdown content corrected for spelling, grammar, and structure.\")\n",
     "\n",
-    "    questions_dict = extract_questions(md_content)\n",
+    "    questions_dict = extract_questions(corrected_md_content)\n",
     "    print(\"successfully extracted the questions from the markdown. Now extracting the parts...\")\n",
     "\n",
     "    extracted_dict = extract_parts_question(questions_dict)\n",