Abdourakib's picture
Initial Visual Analyst Agent app setup.
6fd124c
import json
import pandas as pd
def parse_response(raw: str) -> dict:
result = {
"visual_type": "Unknown",
"data": {},
"analysis": "",
"parse_error": None
}
try:
if "VISUAL_TYPE:" in raw:
result["visual_type"] = raw.split("VISUAL_TYPE:")[1].split("DATA:")[0].strip()
if "DATA:" in raw:
raw_json = raw.split("DATA:")[1].split("ANALYSIS:")[0].strip()
result["data"] = json.loads(raw_json)
if "ANALYSIS:" in raw:
result["analysis"] = raw.split("ANALYSIS:")[1].strip()
except json.JSONDecodeError as e:
result["parse_error"] = f"Could not parse data: {e}"
result["data"] = {}
except Exception as e:
result["parse_error"] = f"Parsing error: {e}"
return result
def to_dataframe(data: dict):
try:
if not data or "error" in data:
return None
if "rows" in data and "headers" in data:
return pd.DataFrame(data["rows"], columns=data["headers"])
if "labels" in data and "values" in data:
series = data.get("series_name", "Value")
return pd.DataFrame({"Label": data["labels"], series: data["values"]})
except Exception:
return None
return None