fix: backend improvements (customer health, tests, middleware, corpus)
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@@ -233,6 +233,12 @@ class CustomerHealthService:
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score = max(0, min(100, 80 - recent_hours * 3))
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return {"score": round(score), "recent_avg_hours": round(recent_hours, 1), "trend": "declining"}
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@staticmethod
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def _words_in_text(words, text_words):
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"""Check if all words in the phrase appear in the text word set.
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Handles multi-word phrases where word order differs."""
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return all(w in text_words for w in words)
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@staticmethod
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def calc_sentiment_score(messages: List[str]) -> Dict[str, Any]:
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if not messages:
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@@ -240,11 +246,22 @@ class CustomerHealthService:
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positive = 0
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negative = 0
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for msg in messages:
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lower = msg.lower()
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if any(w in lower for w in POSITIVE_WORDS):
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positive += 1
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if any(w in lower for w in NEGATIVE_WORDS):
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negative += 1
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words = msg.lower().split()
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words_set = set(words)
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for w in POSITIVE_WORDS:
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parts = w.split()
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if len(parts) > 1:
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if CustomerHealthService._words_in_text(parts, words_set):
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positive += 1
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elif w in words_set:
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positive += 1
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for w in NEGATIVE_WORDS:
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parts = w.split()
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if len(parts) > 1:
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if CustomerHealthService._words_in_text(parts, words_set):
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negative += 1
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elif w in words_set:
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negative += 1
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if positive > negative:
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return {"score": 80, "label": "positive", "last_messages": messages}
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elif negative > positive:
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@@ -311,6 +328,24 @@ class CustomerHealthService:
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return f"客户已沉默{silence_days}天,建议立即跟进,提供优惠或新产品信息"
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return f"客户已沉默{silence_days}天,建议重新激活"
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@staticmethod
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def _calculate_overview_static(rows) -> Dict[str, Any]:
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total = len(rows)
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active = 0
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watch = 0
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critical = 0
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for row in rows:
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score = CustomerHealthService.calculate_silence_score(row.last_contact_at)
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status_weight = CustomerHealthService.status_weight(row.status)
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combined = score * 0.7 + status_weight * 0.3
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if combined >= 70:
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active += 1
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elif combined >= 40:
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watch += 1
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else:
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critical += 1
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return {"total": total, "active": active, "watch": watch, "critical": critical}
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def _calculate_silence_score(self, last_contact_at: Optional[datetime]) -> float:
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return self.calculate_silence_score(last_contact_at)
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