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fix(support): match outreach cutoffs to report timezone
Signed-off-by: Rudy Celekli <rudy@gradiahq.com>
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1 file changed
+8
-4
@@ -263,9 +263,13 @@ class SupportAnalytics:
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"""
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Identify customers for proactive support outreach
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"""
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# Match the report's timestamp timezone; naive reports stay naive.
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# Reuse one instant for all outreach windows.
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now = datetime.now(tz=self.data['created_date'].dt.tz)
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# Customers with multiple recent tickets
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frequent_reporters = self.data[
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self.data['created_date'] >= datetime.now() - timedelta(days=30)
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self.data['created_date'] >= now - timedelta(days=30)
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].groupby('customer_id').size()
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high_volume_customers = frequent_reporters[frequent_reporters >= 3].index.tolist()
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@@ -273,13 +277,13 @@ class SupportAnalytics:
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# Customers with low satisfaction scores
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low_satisfaction = self.data[
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(self.data['csat_score'] <= 3) &
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(self.data['created_date'] >= datetime.now() - timedelta(days=7))
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(self.data['created_date'] >= now - timedelta(days=7))
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]['customer_id'].unique()
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# Customers with unresolved tickets over SLA
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overdue_tickets = self.data[
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(self.data['status'] != 'resolved') &
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(self.data['created_date'] <= datetime.now() - timedelta(hours=48))
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(self.data['created_date'] <= now - timedelta(hours=48))
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]['customer_id'].unique()
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return {
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@@ -599,4 +603,4 @@ You're successful when:
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---
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**Instructions Reference**: Your detailed customer service methodology is in your core training - refer to comprehensive support frameworks, customer success strategies, and communication best practices for complete guidance.
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**Instructions Reference**: Your detailed customer service methodology is in your core training - refer to comprehensive support frameworks, customer success strategies, and communication best practices for complete guidance.
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