Clean up research column, fix header link, add test CSV

Extract text from research column dict objects and move column to
last position. Switch schema input to Textbox for Gradio 5
compatibility. Fix everyrow link to everyrow.io and add API key info.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

app.py

@@ -1,3 +1,4 @@
+import ast
 import json
 import os
 import tempfile
@@ -73,16 +74,29 @@ async def run_agent_map(api_key, file, query, effort_label, schema_json):
 
     output_df = result.data
 
+    if "research" in output_df.columns:
+        def _extract_research(val):
+            if isinstance(val, dict):
+                return val.get("answer", str(val))
+            if isinstance(val, str):
+                try:
+                    parsed = ast.literal_eval(val)
+                    if isinstance(parsed, dict) and "answer" in parsed:
+                        return parsed["answer"]
+                except (ValueError, SyntaxError):
+                    pass
+            return val
+
+        output_df["research"] = output_df["research"].apply(_extract_research)
+        cols = [c for c in output_df.columns if c != "research"] + ["research"]
+        output_df = output_df[cols]
+
     tmp = tempfile.NamedTemporaryFile(
         delete=False, suffix=".csv", prefix="everyrow_results_"
     )
     output_df.to_csv(tmp.name, index=False)
 
-    return (
-        gr.update(visible=True),
-        gr.update(value=output_df, visible=True),
-        gr.update(value=tmp.name, visible=True),
-    )
+    return output_df, gr.update(value=tmp.name, visible=True)
 
 
 with gr.Blocks(title="everyrow research") as demo:
@@ -90,7 +104,9 @@ with gr.Blocks(title="everyrow research") as demo:
         """
         # everyrow research
         Upload a CSV, describe what you want to research for each row, and get
-        enriched results powered by [everyrow](https://everyrow.com).
+        enriched results powered by [everyrow](https://everyrow.io).
+
+        Get your API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit).
         """
     )
 
@@ -117,11 +133,11 @@ with gr.Blocks(title="everyrow research") as demo:
         label="Effort level",
     )
 
-    schema = gr.Code(
+    schema = gr.Textbox(
         label="Response schema (optional)",
-        language="json",
+        placeholder='e.g. {"country": "str", "capital": "str"}',
         value="",
-        lines=5,
+        lines=3,
     )
     gr.Markdown(
         '*Define output columns as `{"field_name": "type"}`. '
@@ -131,8 +147,8 @@ with gr.Blocks(title="everyrow research") as demo:
 
     submit_btn = gr.Button("Run", variant="primary")
 
-    results_heading = gr.Markdown("### Results", visible=False)
-    output_table = gr.Dataframe(label="Results", visible=False)
+    gr.Markdown("### Results")
+    output_table = gr.Dataframe(label="Results")
     download_btn = gr.File(label="Download CSV", visible=False)
 
     def on_upload(file):
@@ -150,7 +166,7 @@ with gr.Blocks(title="everyrow research") as demo:
     submit_btn.click(
         fn=run_agent_map,
         inputs=[api_key, file, query, effort, schema],
-        outputs=[results_heading, output_table, download_btn],
+        outputs=[output_table, download_btn],
     )
 
 if __name__ == "__main__":

test_crm_data_5.csv

@@ -0,0 +1,6 @@
+company_name,contact_name,email_address
+Master Card,Misty Carder,security@mastercard-intl.com
+Nvidia Inc.,Jensen Miller,j.miller@nvidia-tech.com
+Enel S.p.A.,Flavio Cattaneo,
+Pallow Alto,Nikesh Arora,
+Airbnb Corp,Brian Chesky-Jr,