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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) | |