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Runtime error
Antigravity Deploy Agent
Deploy Suicide Risk Detection web application to Hugging Face Spaces
0be18fb | import re | |
| import pandas as pd | |
| import regex as reg | |
| URL_RE = re.compile(r"(https?://\S+|www\.\S+)", re.IGNORECASE) | |
| HTML_RE = re.compile(r"<.*?>") | |
| MULTISPACE_RE = re.compile(r"\s+") | |
| # Keep Bangla + English + numbers + basic punctuation | |
| ALLOWED_CHARS_RE = reg.compile(r"[^\p{Bengali}A-Za-z0-9\s\.\,\!\?\:\;\-\(\)\'\"\/]+") | |
| def clean_text(s: str) -> str: | |
| if pd.isna(s): | |
| return "" | |
| s = str(s) | |
| s = s.replace("\u200d", " ").replace("\u200c", " ") | |
| s = URL_RE.sub(" ", s) | |
| s = HTML_RE.sub(" ", s) | |
| s = s.replace("’", "'").replace("“", '"').replace("”", '"') | |
| s = ALLOWED_CHARS_RE.sub(" ", s) | |
| s = MULTISPACE_RE.sub(" ", s).strip() | |
| return s | |
| def basic_stats(name: str, df: pd.DataFrame, text_col: str, label_col: str) -> None: | |
| print(f"\n[{name}] null text: {df[text_col].isna().sum()} / {len(df)}") | |
| print(f"[{name}] label counts:\n{df[label_col].value_counts(dropna=False)}") | |