Khang Nguyen
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import io
import base64
import matplotlib.pyplot as plt
def figure_to_png_bytes(fig):
"""
Convert a matplotlib figure to PNG bytes.
Useful for exporting images in Gradio.
"""
buf = io.BytesIO()
fig.savefig(buf, format="png", dpi=150, bbox_inches="tight")
buf.seek(0)
return buf.getvalue()
def safe_get(d, key, default=None):
"""
Helper to safely get values from dictionaries.
"""
if d is None:
return default
return d.get(key, default)
def dict_to_text(d):
"""
Simple helper to display a dictionary as multi-line text.
Useful for showing the trend summary in the Insights tab.
"""
if not isinstance(d, dict) or len(d) == 0:
return "No insights available."
lines = []
for k, v in d.items():
lines.append(f"{k}: {v}")
return "\n".join(lines)