Update app.py

app.py

@@ -36,7 +36,7 @@ def call_gemini(prompt, api_key):
 def get_species_links(species_name):
     links = []
 
-    # GBIF
+    # GBIF official page
     gbif_url = f"https://api.gbif.org/v1/species/match?name={species_name}"
     r = requests.get(gbif_url).json()
 
@@ -46,8 +46,8 @@ def get_species_links(species_name):
     # Wikipedia
     links.append(f"https://en.wikipedia.org/wiki/{species_name.replace(' ', '_')}")
 
-    # OpenAlex research
-    links.append(f"https://api.openalex.org/works?search={species_name}&per_page=3")
+    # Google Scholar (REAL research results)
+    links.append(f"https://scholar.google.com/scholar?q={species_name}")
 
     return links
 
@@ -58,7 +58,7 @@ def get_species_links(species_name):
 
 st.set_page_config(page_title="Biodiversity GIS Explorer", layout="wide")
 st.title("🌍 Biodiversity GIS Explorer")
-st.write("GBIF + Gemini AI + Scientific Links + GIS Insights")
+st.write("GBIF + Gemini AI + Scientific Links + PDF Export")
 
 # =========================
 # INPUTS
@@ -114,9 +114,9 @@ Species Type: {species_type}
 Species List:
 {species_text}
 
-1. Give a short biodiversity summary of this country.
-2. Explain GIS mapping use cases for these species.
-3. Give a beginner QGIS roadmap for biodiversity analysis.
+1. Give a short biodiversity summary.
+2. Explain GIS mapping use cases.
+3. Give a beginner QGIS roadmap.
 """
 
     if GEMINI_API_KEY:
@@ -128,10 +128,10 @@ Species List:
     st.write(ai_text)
 
     # =========================
-    # RESEARCH LINKS
+    # SCIENTIFIC LINKS
     # =========================
 
-    st.subheader("📚 Scientific Research Links")
+    st.subheader("📚 Research Links")
 
     all_links_text = ""
 
@@ -146,10 +146,10 @@ Species List:
         all_links_text += f"\n{sp}:\n" + "\n".join(links) + "\n"
 
     # =========================
-    # PDF EXPORT
-    # =========================
+# PDF EXPORT
+# =========================
 
-    final_text = f"""
+final_text = f"""
 BIODIVERSITY REPORT
 
 Country: {country}
@@ -165,20 +165,22 @@ RESEARCH LINKS:
 {all_links_text}
 """
 
-    pdf = FPDF()
-    pdf.add_page()
-    pdf.set_font("Arial", size=12)
+pdf = FPDF()
+pdf.add_page()
+pdf.set_font("Arial", size=12)
+
+for line in final_text.split("\n"):
+    pdf.multi_cell(0, 10, line)
 
-    for line in final_text.split("\n"):
-        pdf.multi_cell(0, 10, line)
+pdf_file = "biodiversity_report.pdf"
 
-    pdf_file = "biodiversity_report.pdf"
-    pdf.output(pdf_file)
+pdf.output(pdf_file)
 
- with open(pdf_file, "rb") as f:
-        st.download_button(
-            label="📄 Download PDF Report",
-            data=f,
-            file_name="biodiversity_report.pdf",
-            mime="application/pdf"
-        )   
+with open(pdf_file, "rb") as f:
+    st.download_button(
+        label="📄 Download PDF Report",
+        data=f,
+        file_name="biodiversity_report.pdf",
+        mime="application/pdf"
+    )
+