# raw_posts

dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-10 09:10:00.000000
modified: 2025-03-10 09:10:00.000000
subject: Re: Moodle-anomalies
message:
Specific error concerning inconsistency: https://miau.my-x.hu/miau/320/moodle_testing/moodle_testing_.docx

raw_payload:
{"id": 165321, "discussion": 63606, "parent": 165320, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-10T09:10:00", "modified": "2025-03-10T09:10:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Specific error concerning inconsistency: https://miau.my-x.hu/miau/320/moodle_testing/moodle_testing_.docx", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 5, "charcount": 102}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_16
created: 2025-03-10 13:56:00.000000
modified: 2025-03-10 13:56:00.000000
subject: Re: Moodle-anomalies
message: Direction Error
raw_payload:
{"id": 165328, "discussion": 63606, "parent": 165311, "userid": 46672, "userfullname": "student_16", "created": "2025-03-10T13:56:00", "modified": "2025-03-10T13:56:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Direction Error", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 2, "charcount": 14}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_9
created: 2025-03-10 14:23:00.000000
modified: 2025-03-10 14:30:00.000000
subject: Re: Moodle-anomalies
message: Forum Subscription Notifications Not Triggering
raw_payload:
{"id": 165329, "discussion": 63606, "parent": 165311, "userid": 46667, "userfullname": "student_9", "created": "2025-03-10T14:23:00", "modified": "2025-03-10T14:30:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Forum Subscription Notifications Not Triggering", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 5, "charcount": 43}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_18
created: 2025-03-10 17:23:00.000000
modified: 2025-03-10 17:23:00.000000
subject: Re: Moodle-anomalies
message: moodle translator issue
raw_payload:
{"id": 165334, "discussion": 63606, "parent": 165311, "userid": 46673, "userfullname": "student_18", "created": "2025-03-10T17:23:00", "modified": "2025-03-10T17:23:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "moodle translator issue", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 3, "charcount": 21}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-10 19:09:00.000000
modified: 2025-03-10 19:09:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/
raw_payload:
{"id": 165335, "discussion": 63606, "parent": 165328, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-10T19:09:00", "modified": "2025-03-10T19:09:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 45}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-10 19:11:00.000000
modified: 2025-03-10 19:11:00.000000
subject: Re: Moodle-anomalies
message:
https://miau.my-x.hu/miau/320/moodle_testing/
(I am very impressed to see this kind of experience of you even in this context... :-)

raw_payload:
{"id": 165336, "discussion": 63606, "parent": 165329, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-10T19:11:00", "modified": "2025-03-10T19:11:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/\n(I am very impressed to see this kind of experience of you even in this context... :-)", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 18, "charcount": 115}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-10 19:11:00.000000
modified: 2025-03-10 19:11:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/
raw_payload:
{"id": 165337, "discussion": 63606, "parent": 165334, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-10T19:11:00", "modified": "2025-03-10T19:11:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 45}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_17
created: 2025-03-11 14:00:00.000000
modified: 2025-03-11 14:00:00.000000
subject: Re: Moodle-anomalies
message: Moodle allows creating events in the past without any restrictions or warnings
raw_payload:
{"id": 165339, "discussion": 63606, "parent": 165311, "userid": 45293, "userfullname": "student_17", "created": "2025-03-11T14:00:00", "modified": "2025-03-11T14:00:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Moodle allows creating events in the past without any restrictions or warnings", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 12, "charcount": 67}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-11 15:32:00.000000
modified: 2025-03-11 15:32:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D
raw_payload:
{"id": 165340, "discussion": 63606, "parent": 165339, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-11T15:32:00", "modified": "2025-03-11T15:32:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 53}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_21
created: 2025-03-12 17:03:00.000000
modified: 2025-03-12 17:03:00.000000
subject: Re: Moodle-anomalies
message: Moodle-anomalies: Calendar event tooltip persistence after deletion
raw_payload:
{"id": 165346, "discussion": 63606, "parent": 165311, "userid": 46682, "userfullname": "student_21", "created": "2025-03-12T17:03:00", "modified": "2025-03-12T17:03:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Moodle-anomalies: Calendar event tooltip persistence after deletion", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 7, "charcount": 61}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-12 17:23:00.000000
modified: 2025-03-12 17:23:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D
raw_payload:
{"id": 165347, "discussion": 63606, "parent": 165346, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-12T17:23:00", "modified": "2025-03-12T17:23:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 53}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_6
created: 2025-03-12 19:20:00.000000
modified: 2025-03-12 19:20:00.000000
subject: Re: Moodle-anomalies
message: Anomaly report: Portfolio rollback error
raw_payload:
{"id": 165349, "discussion": 63606, "parent": 165311, "userid": 47139, "userfullname": "student_6", "created": "2025-03-12T19:20:00", "modified": "2025-03-12T19:20:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Anomaly report: Portfolio rollback error", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 5, "charcount": 36}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-12 19:43:00.000000
modified: 2025-03-12 19:43:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D
raw_payload:
{"id": 165350, "discussion": 63606, "parent": 165349, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-12T19:43:00", "modified": "2025-03-12T19:43:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 53}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: student_19
created: 2025-03-12 23:49:00.000000
modified: 2025-03-12 23:49:00.000000
subject: Re: Moodle-anomalies
message: Moodle Emoji Selection Issue in New Event Creator and Editor
raw_payload:
{"id": 165351, "discussion": 63606, "parent": 165311, "userid": 46678, "userfullname": "student_19", "created": "2025-03-12T23:49:00", "modified": "2025-03-12T23:49:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "Moodle\nEmoji Selection Issue in New Event Creator and Editor", "messageformat": 1, "messagetrust": 0, "attachment": 1, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 10, "charcount": 51}


dataset_id: 8d484a2b-5960-4af2-beda-149298df2085
userfullname: professor_1
created: 2025-03-13 04:05:00.000000
modified: 2025-03-13 04:05:00.000000
subject: Re: Moodle-anomalies
message: https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D
raw_payload:
{"id": 165356, "discussion": 63606, "parent": 165351, "userid": 34004, "userfullname": "professor_1", "created": "2025-03-13T04:05:00", "modified": "2025-03-13T04:05:00", "mailed": 1, "subject": "Re: Moodle-anomalies", "message": "https://miau.my-x.hu/miau/320/moodle_testing/?C=M;O=D", "messageformat": 1, "messagetrust": 0, "attachment": 0, "totalscore": 0, "mailnow": 0, "deleted": 0, "privatereplyto": 0, "privatereplytofullname": null, "wordcount": 1, "charcount": 53}


# run_artifacts

run_id: beec0243-bfc4-4109-bc32-094853a3039a
artifact_type: student_attributes
created_at: 2026-02-11 12:05:42.125932
payload:
[{"userid": 47141, "userfullname": "student_1", "active_days": 3, "average_posts_per_day": 5.3333333333, "avg_AI_involvedMsg_score": 9.625, "avg_reply_time": 0.0, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0, "max_streak": 2, "modification_count": 0.0, "topic_relevance_score": 0.0, "total_characters": 8697, "total_posts": 16, "total_replies_to_professor": 0.0, "total_words": 1473, "unique_discussions": 10, "unique_interactions": 4.0, "valid_response": 0}, {"userid": 46677, "userfullname": "student_10", "active_days": 5, "average_posts_per_day": 3.4, "avg_AI_involvedMsg_score": 8.7647058824, "avg_reply_time": 78.1816666667, "citation_count": 1, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0507614213, "max_streak": 2, "modification_count": 2.0, "topic_relevance_score": 0.3411759138, "total_characters": 3927, "total_posts": 17, "total_replies_to_professor": 10.0, "total_words": 657, "unique_discussions": 9, "unique_interactions": 2.0, "valid_response": 0}, {"userid": 45297, "userfullname": "student_11", "active_days": 1, "average_posts_per_day": 3.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 168.675, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0101522843, "max_streak": 1, "modification_count": 2.0, "topic_relevance_score": 0.1082395241, "total_characters": 410, "total_posts": 3, "total_replies_to_professor": 2.0, "total_words": 79, "unique_discussions": 2, "unique_interactions": 0.0, "valid_response": 0}, {"userid": 48825, "userfullname": "student_12", "active_days": 7, "average_posts_per_day": 2.0, "avg_AI_involvedMsg_score": 8.8571428571, "avg_reply_time": 108.1907407407, "citation_count": 1, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0456852792, "max_streak": 5, "modification_count": 3.0, "topic_relevance_score": 0.2432047576, "total_characters": 5296, "total_posts": 14, "total_replies_to_professor": 9.0, "total_words": 858, "unique_discussions": 9, "unique_interactions": 2.0, "valid_response": 0}, {"userid": 44166, "userfullname": "student_13", "active_days": 1, "average_posts_per_day": 2.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 287.6083333333, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0101522843, "max_streak": 1, "modification_count": 0.0, "topic_relevance_score": 0.3759585023, "total_characters": 1452, "total_posts": 2, "total_replies_to_professor": 2.0, "total_words": 275, "unique_discussions": 2, "unique_interactions": 0.0, "valid_response": 0}, {"userid": 42461, "userfullname": "student_14", "active_days": 3, "average_posts_per_day": 1.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 77.8166666667, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0101522843, "max_streak": 1, "modification_count": 1.0, "topic_relevance_score": 0.1536786705, "total_characters": 1429, "total_posts": 3, "total_replies_to_professor": 2.0, "total_words": 152, "unique_discussions": 3, "unique_interactions": 1.0, "valid_response": 0}, {"userid": 44444, "userfullname": "student_15", "active_days": 12, "average_posts_per_day": 2.25, "avg_AI_involvedMsg_score": 9.7407407407, "avg_reply_time": 47.1555555556, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 1.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.076142132, "max_streak": 5, "modification_count": 0.0, "topic_relevance_score": 0.3932403922, "total_characters": 9389, "total_posts": 27, "total_replies_to_professor": 15.0, "total_words": 1642, "unique_discussions": 14, "unique_interactions": 3.0, "valid_response": 0}, {"userid": 46672, "userfullname": "student_16", "active_days": 6, "average_posts_per_day": 2.8333333333, "avg_AI_involvedMsg_score": 9.5882352941, "avg_reply_time": 77.8583333333, "citation_count": 3, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 1.0, "deadline_exceeded_posts_quasi_exam_iii": 2.0, "engagement_rate": 0.0710659898, "max_streak": 3, "modification_count": 4.0, "topic_relevance_score": 0.4140202105, "total_characters": 9939, "total_posts": 17, "total_replies_to_professor": 14.0, "total_words": 1691, "unique_discussions": 8, "unique_interactions": 1.0, "valid_response": 0}, {"userid": 45293, "userfullname": "student_17", "active_days": 8, "average_posts_per_day": 2.625, "avg_AI_involvedMsg_score": 9.7142857143, "avg_reply_time": 58.9333333333, "citation_count": 1, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 2.0, "engagement_rate": 0.0862944162, "max_streak": 3, "modification_count": 0.0, "topic_relevance_score": 0.3748170137, "total_characters": 8003, "total_posts": 21, "total_replies_to_professor": 17.0, "total_words": 1506, "unique_discussions": 11, "unique_interactions": 1.0, "valid_response": 0}, {"userid": 46673, "userfullname": "student_18", "active_days": 4, "average_posts_per_day": 3.0, "avg_AI_involvedMsg_score": 9.0, "avg_reply_time": 132.4240740741, "citation_count": 3, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0456852792, "max_streak": 2, "modification_count": 5.0, "topic_relevance_score": 0.2426193208, "total_characters": 3761, "total_posts": 12, "total_replies_to_professor": 9.0, "total_words": 500, "unique_discussions": 5, "unique_interactions": 0.0, "valid_response": 0}, {"userid": 46678, "userfullname": "student_19", "active_days": 6, "average_posts_per_day": 2.6666666667, "avg_AI_involvedMsg_score": 9.125, "avg_reply_time": 71.1818181818, "citation_count": 0, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0, "engagement_rate": 0.0558375635, "max_streak": 1, "modification_count": 1.0, "topic_relevance_score": 0.3845876753, "total_characters": 14239, "total_posts": 16, "total_replies_to_professor": 11.0, "total_words": 2263, "unique_discussions": 8, "unique_interactions": 2.0, "valid_response": 1}, {"userid": 46681, "userfullname": "student_2", "active_days": 5, "average_posts_per_day": 3.2, "avg_AI_involvedMsg_score": 9.5625, "avg_reply_time": 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"(129.8+16)/(2)=72.9", "X(A16)": "(61.9+111.8)/(2)=86.85", "X(A17)": "(231.7+16)/(2)=123.8", "X(A18)": "(90.9+27)/(2)=58.9", "X(A19)": "(16+16)/(2)=16"}, {"L\u00e9pcs\u00f4k(1)": "S9", "X(A1)": "(15+15)/(2)=15", "X(A2)": "(15+15)/(2)=15", "X(A3)": "(38.9+15)/(2)=26.95", "X(A4)": "(202.7+399.4)/(2)=301.05", "X(A5)": "(15+15)/(2)=15", "X(A6)": "(15+15)/(2)=15", "X(A7)": "(15+15)/(2)=15", "X(A8)": "(15+15)/(2)=15", "X(A9)": "(23+15)/(2)=18.95", "X(A10)": "(15+44.9)/(2)=29.95", "X(A11)": "(15+15)/(2)=15", "X(A12)": "(15+15)/(2)=15", "X(A13)": "(15+15)/(2)=15", "X(A14)": "(111.8+108.8)/(2)=110.35", "X(A15)": "(128.8+15)/(2)=71.9", "X(A16)": "(60.9+110.8)/(2)=85.85", "X(A17)": "(230.7+15)/(2)=122.8", "X(A18)": "(89.9+26)/(2)=57.9", "X(A19)": "(15+15)/(2)=15"}, {"L\u00e9pcs\u00f4k(1)": "S10", "X(A1)": "(14+14)/(2)=14", "X(A2)": "(14+14)/(2)=14", "X(A3)": "(37.9+14)/(2)=25.95", "X(A4)": "(201.7+398.4)/(2)=300.05", "X(A5)": "(14+14)/(2)=14", "X(A6)": "(14+14)/(2)=14", "X(A7)": "(14+14)/(2)=14", 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"(63.9+104.8)/(2)=84.4", "X(A15)": "(11+11)/(2)=11", "X(A16)": "(38.9+11)/(2)=24.95", "X(A17)": "(226.7+11)/(2)=118.85", "X(A18)": "(85.9+22)/(2)=53.9", "X(A19)": "(11+11)/(2)=11"}, {"L\u00e9pcs\u00f4k(1)": "S14", "X(A1)": "(10+10)/(2)=10", "X(A2)": "(10+10)/(2)=10", "X(A3)": "(34+10)/(2)=21.95", "X(A4)": "(197.7+394.4)/(2)=296.05", "X(A5)": "(10+10)/(2)=10", "X(A6)": "(10+10)/(2)=10", "X(A7)": "(10+10)/(2)=10", "X(A8)": "(10+10)/(2)=10", "X(A9)": "(18+10)/(2)=14", "X(A10)": "(10+10)/(2)=10", "X(A11)": "(10+10)/(2)=10", "X(A12)": "(10+10)/(2)=10", "X(A13)": "(10+10)/(2)=10", "X(A14)": "(62.9+103.8)/(2)=83.4", "X(A15)": "(10+10)/(2)=10", "X(A16)": "(37.9+10)/(2)=23.95", "X(A17)": "(225.7+10)/(2)=117.85", "X(A18)": "(84.9+21)/(2)=52.9", "X(A19)": "(10+10)/(2)=10"}, {"L\u00e9pcs\u00f4k(1)": "S15", "X(A1)": "(9+9)/(2)=9", "X(A2)": "(9+9)/(2)=9", "X(A3)": "(33+9)/(2)=20.95", "X(A4)": "(196.7+393.4)/(2)=295.05", "X(A5)": "(9+9)/(2)=9", "X(A6)": "(9+9)/(2)=9", "X(A7)": "(9+9)/(2)=9", "X(A8)": "(9+9)/(2)=9", "X(A9)": "(17+9)/(2)=13", "X(A10)": "(9+9)/(2)=9", "X(A11)": "(9+9)/(2)=9", "X(A12)": "(9+9)/(2)=9", "X(A13)": "(9+9)/(2)=9", "X(A14)": "(61.9+102.9)/(2)=82.4", "X(A15)": "(9+9)/(2)=9", "X(A16)": "(36.9+9)/(2)=22.95", "X(A17)": "(224.7+9)/(2)=116.85", "X(A18)": "(83.9+20)/(2)=51.9", "X(A19)": "(9+9)/(2)=9"}, {"L\u00e9pcs\u00f4k(1)": "S16", "X(A1)": "(8+8)/(2)=8", "X(A2)": "(8+8)/(2)=8", "X(A3)": "(32+8)/(2)=19.95", "X(A4)": "(195.7+392.4)/(2)=294.05", "X(A5)": "(8+8)/(2)=8", "X(A6)": "(8+8)/(2)=8", "X(A7)": "(8+8)/(2)=8", "X(A8)": "(8+8)/(2)=8", "X(A9)": "(16+8)/(2)=12", "X(A10)": "(8+8)/(2)=8", "X(A11)": "(8+8)/(2)=8", "X(A12)": "(8+8)/(2)=8", "X(A13)": "(8+8)/(2)=8", "X(A14)": "(60.9+65.9)/(2)=63.4", "X(A15)": "(8+8)/(2)=8", "X(A16)": "(35.9+8)/(2)=21.95", "X(A17)": "(223.7+8)/(2)=115.85", "X(A18)": "(82.9+19)/(2)=50.95", "X(A19)": "(8+8)/(2)=8"}, {"L\u00e9pcs\u00f4k(1)": "S17", "X(A1)": "(7+7)/(2)=7", "X(A2)": "(7+7)/(2)=7", "X(A3)": "(31+7)/(2)=18.95", "X(A4)": "(194.7+391.4)/(2)=293.05", "X(A5)": "(7+7)/(2)=7", "X(A6)": "(7+7)/(2)=7", "X(A7)": "(7+7)/(2)=7", "X(A8)": "(7+7)/(2)=7", "X(A9)": "(15+7)/(2)=11", "X(A10)": "(7+7)/(2)=7", "X(A11)": "(7+7)/(2)=7", "X(A12)": "(7+7)/(2)=7", "X(A13)": "(7+7)/(2)=7", "X(A14)": "(59.9+64.9)/(2)=62.4", "X(A15)": "(7+7)/(2)=7", "X(A16)": "(34.9+7)/(2)=20.95", "X(A17)": "(222.7+7)/(2)=114.85", "X(A18)": "(81.9+18)/(2)=49.95", "X(A19)": "(7+7)/(2)=7"}, {"L\u00e9pcs\u00f4k(1)": "S18", "X(A1)": "(6+6)/(2)=6", "X(A2)": "(6+6)/(2)=6", "X(A3)": "(30+6)/(2)=17.95", "X(A4)": "(193.7+390.4)/(2)=292.05", "X(A5)": "(6+6)/(2)=6", "X(A6)": "(6+6)/(2)=6", "X(A7)": "(6+6)/(2)=6", "X(A8)": "(6+6)/(2)=6", "X(A9)": "(14+6)/(2)=10", "X(A10)": "(6+6)/(2)=6", "X(A11)": "(6+6)/(2)=6", "X(A12)": "(6+6)/(2)=6", "X(A13)": "(6+6)/(2)=6", "X(A14)": "(58.9+63.9)/(2)=61.4", "X(A15)": "(6+6)/(2)=6", "X(A16)": "(6+6)/(2)=6", "X(A17)": "(221.7+6)/(2)=113.85", "X(A18)": "(80.9+17)/(2)=48.95", "X(A19)": "(6+6)/(2)=6"}, 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"(219.7+4)/(2)=111.85", "X(A18)": "(78.9+15)/(2)=46.95", "X(A19)": "(4+4)/(2)=4"}, {"L\u00e9pcs\u00f4k(1)": "S21", "X(A1)": "(3+3)/(2)=3", "X(A2)": "(3+3)/(2)=3", "X(A3)": "(27+3)/(2)=15", "X(A4)": "(190.7+387.4)/(2)=289.1", "X(A5)": "(3+3)/(2)=3", "X(A6)": "(3+3)/(2)=3", "X(A7)": "(3+3)/(2)=3", "X(A8)": "(3+3)/(2)=3", "X(A9)": "(11+3)/(2)=7", "X(A10)": "(3+3)/(2)=3", "X(A11)": "(3+3)/(2)=3", "X(A12)": "(3+3)/(2)=3", "X(A13)": "(3+3)/(2)=3", "X(A14)": "(55.9+60.9)/(2)=58.4", "X(A15)": "(3+3)/(2)=3", "X(A16)": "(3+3)/(2)=3", "X(A17)": "(218.7+3)/(2)=110.85", "X(A18)": "(77.9+14)/(2)=45.95", "X(A19)": "(3+3)/(2)=3"}, {"L\u00e9pcs\u00f4k(1)": "S22", "X(A1)": "(2+2)/(2)=2", "X(A2)": "(2+2)/(2)=2", "X(A3)": "(2+2)/(2)=2", "X(A4)": "(189.7+356.5)/(2)=273.1", "X(A5)": "(2+2)/(2)=2", "X(A6)": "(2+2)/(2)=2", "X(A7)": "(2+2)/(2)=2", "X(A8)": "(2+2)/(2)=2", "X(A9)": "(10+2)/(2)=6", "X(A10)": "(2+2)/(2)=2", "X(A11)": "(2+2)/(2)=2", "X(A12)": "(2+2)/(2)=2", "X(A13)": "(2+2)/(2)=2", "X(A14)": 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run_id: beec0243-bfc4-4109-bc32-094853a3039a
artifact_type: ai_insights
created_at: 2026-02-11 12:07:20.426866
payload:
{"generated_at": "2026-02-11T12:07:20.413854", "summary": "24 students on the watchlist out of 24. Average engagement rate is 0.05. Learners post 14.4 messages on average. Notable anomaly: Engagement rate low (-1.6 \u03c3). Focus attention on: student_24, student_23, student_11.", "fallback_summary": "24 students on the watchlist out of 24. Average engagement rate is 0.05. Learners post 14.4 messages on average. Notable anomaly: Engagement rate low (-1.6 \u03c3). 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46677, "userfullname": "student_10", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 17, "engagement_rate": 0.050761421319796954, "total_replies_to_professor": 10.0, "avg_reply_time": 78.18166666666666, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 48825, "userfullname": "student_12", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 14, "engagement_rate": 0.04568527918781726, "total_replies_to_professor": 9.0, "avg_reply_time": 108.19074074074075, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46673, "userfullname": "student_18", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 12, "engagement_rate": 0.04568527918781726, "total_replies_to_professor": 9.0, "avg_reply_time": 132.42407407407407, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46678, "userfullname": "student_19", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 16, "engagement_rate": 0.05583756345177665, "total_replies_to_professor": 11.0, "avg_reply_time": 71.18181818181819, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46681, "userfullname": "student_2", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 16, "engagement_rate": 0.06598984771573604, "total_replies_to_professor": 13.0, "avg_reply_time": 99.95897435897436, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46675, "userfullname": "student_20", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 20, "engagement_rate": 0.08629441624365482, "total_replies_to_professor": 17.0, "avg_reply_time": 89.20294117647059, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46682, "userfullname": "student_21", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 17, "engagement_rate": 0.07106598984771574, "total_replies_to_professor": 14.0, "avg_reply_time": 100.69285714285715, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46680, "userfullname": "student_22", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 20, "engagement_rate": 0.08629441624365482, "total_replies_to_professor": 17.0, "avg_reply_time": 103.79607843137255, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46668, "userfullname": "student_3", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 10, "engagement_rate": 0.04060913705583756, "total_replies_to_professor": 8.0, "avg_reply_time": 132.61666666666667, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46671, "userfullname": "student_4", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 22, "engagement_rate": 0.09644670050761421, "total_replies_to_professor": 19.0, "avg_reply_time": 81.74122807017544, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46666, "userfullname": "student_5", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 8, "engagement_rate": 0.03553299492385787, "total_replies_to_professor": 7.0, "avg_reply_time": 90.12380952380953, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 47139, "userfullname": "student_6", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 37, "engagement_rate": 0.116751269035533, "total_replies_to_professor": 23.0, "avg_reply_time": 35.04202898550725, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46683, "userfullname": "student_7", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 14, "engagement_rate": 0.05583756345177665, "total_replies_to_professor": 11.0, "avg_reply_time": 64.44242424242424, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46674, "userfullname": "student_8", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 18, "engagement_rate": 0.07614213197969544, "total_replies_to_professor": 15.0, "avg_reply_time": 101.92555555555556, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}, {"userid": 46667, "userfullname": "student_9", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 11, "engagement_rate": 0.04060913705583756, "total_replies_to_professor": 8.0, "avg_reply_time": 79.67916666666666, "deadline_exceeded_posts_quasi_exam_i": 0, "deadline_exceeded_posts_quasi_exam_ii": 0.0, "deadline_exceeded_posts_quasi_exam_iii": 0.0}}], "notifications": [{"student": "student_24", "subject": "Watchlist indicator for student_24", "body": "Hello Instructor,\n\nStudent student_24 triggered the 'Low Engagement' indicator. Recent metrics: posts=1, engagement=0.01, replies_to_prof=1.0, avg_reply=96.88333333333334.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:07 UTC."}, {"student": "student_23", "subject": "Watchlist indicator for student_23", "body": "Hello Instructor,\n\nStudent student_23 triggered the 'Low Engagement' indicator. Recent metrics: posts=4, engagement=0.01, replies_to_prof=1.0, avg_reply=26.733333333333334.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:07 UTC."}, {"student": "student_11", "subject": "Watchlist indicator for student_11", "body": "Hello Instructor,\n\nStudent student_11 triggered the 'Low Engagement' indicator. Recent metrics: posts=3, engagement=0.01, replies_to_prof=2.0, avg_reply=168.675.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:07 UTC."}], "rule_counts": {"low_engagement_combo": 5, "few_professor_replies": 3, "slow_responder": 23}, "missing_columns": [], "metrics_snapshot": {"total_students": 24, "generated_at": "2026-02-11T12:07:20.407705", "avg_posts": 14.416666666666666, "median_posts": 16.0, "low_post_count": 0, "avg_engagement": 0.05181895093062605, "low_engagement_count": 24, "avg_deadline_misses": 0.25, "low_professor_reply_count": 3, "isolated_count": 8}, "anomalies": [{"userid": "47141", "userfullname": "student_1", "row_index": 0, "column": "engagement_rate", "label": "Engagement rate", "value": 0.0, "zscore": -1.6124354321016252, "direction": "low", "description": "Engagement rate low (-1.6 \u03c3)"}, {"userid": "45304", "userfullname": "student_24", "row_index": 16, "column": "total_posts", "label": "Total posts", "value": "1", "zscore": -1.616234527589024, "direction": "low", "description": "Total posts low (-1.6 \u03c3)"}, {"userid": "44444", "userfullname": "student_15", "row_index": 6, "column": "deadline_exceeded_posts_quasi_exam_ii", "label": "Deadline misses (Quasi Exam Ii)", "value": 1.0, "zscore": 3.3166247903554, "direction": "high", "description": "Deadline misses (Quasi Exam Ii) high (+3.3 \u03c3)"}, {"userid": "46672", "userfullname": "student_16", "row_index": 7, "column": "deadline_exceeded_posts_quasi_exam_ii", "label": "Deadline misses (Quasi Exam Ii)", "value": 1.0, "zscore": 3.3166247903554, "direction": "high", "description": "Deadline misses (Quasi Exam Ii) high (+3.3 \u03c3)"}, {"userid": "46672", "userfullname": "student_16", "row_index": 7, "column": "deadline_exceeded_posts_quasi_exam_iii", "label": "Deadline misses (Quasi Exam Iii)", "value": 2.0, "zscore": 3.3166247903554, "direction": "high", "description": "Deadline misses (Quasi Exam Iii) high (+3.3 \u03c3)"}, {"userid": "45293", "userfullname": "student_17", "row_index": 8, "column": "deadline_exceeded_posts_quasi_exam_iii", "label": "Deadline misses (Quasi Exam Iii)", "value": 2.0, "zscore": 3.3166247903554, "direction": "high", "description": "Deadline misses (Quasi Exam Iii) high (+3.3 \u03c3)"}], "settings": {"summary_model": "manual", "summary_temperature": 0.0, "low_engagement_threshold": 0.25, "low_posts_threshold": 5, "deadline_miss_threshold": 1, "low_professor_reply_threshold": 1, "slow_reply_threshold_hours": 24, "zscore_low_threshold": -1.5, "zscore_high_threshold": 2.5}, "summary_prompt": "Summarize the following cohort metrics and flag notable risks.\nTotal students: 24\nAverage engagement rate: 0.05\nAverage posts: 14.4\nAverage deadline misses: 0.2\nStudents flagged: 24\nFlagged students: student_24, student_23, student_11, student_13, student_14\nDetected anomalies: Engagement rate low (-1.6 \u03c3), Total posts low (-1.6 \u03c3), Deadline misses (Quasi Exam Ii) high (+3.3 \u03c3), Deadline misses (Quasi Exam Ii) high (+3.3 \u03c3), Deadline misses (Quasi Exam Iii) high (+3.3 \u03c3)", "severity_counts": {"high": 5, "medium": 19}, "summary_points": ["24 learners (~100% of the cohort) triggered 'Low Engagement'.", "24 students are operating below the engagement threshold.", "Outliers detected for Deadline misses (Quasi Exam Ii), Deadline misses (Quasi Exam Iii)."], "social_graph": {"available": true, "isolated": [{"userfullname": "student_11", "userid": 45297, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 3, "engagement_rate": 0.01015228426395939}, "network_score": 1.6, "warnings": ["only 2 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_13", "userid": 44166, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 2, "engagement_rate": 0.01015228426395939}, "network_score": 1.6, "warnings": ["only 2 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_14", "userid": 42461, "metrics": {"unique_discussions": 3, "unique_interactions": 1.0, "total_posts": 3, "engagement_rate": 0.01015228426395939}, "network_score": 1.6, "warnings": ["only 3 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_18", "userid": 46673, "metrics": {"unique_discussions": 5, "unique_interactions": 0.0, "total_posts": 12, "engagement_rate": 0.04568527918781726}, "network_score": 1.6, "warnings": ["only 5 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_23", "userid": 45764, "metrics": {"unique_discussions": 1, "unique_interactions": 2.0, "total_posts": 4, "engagement_rate": 0.005076142131979695}, "network_score": 1.6, "warnings": ["only 1 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_24", "userid": 45304, "metrics": {"unique_discussions": 1, "unique_interactions": 0.0, "total_posts": 1, "engagement_rate": 0.005076142131979695}, "network_score": 1.6, "warnings": ["only 1 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_3", "userid": 46668, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 10, "engagement_rate": 0.04060913705583756}, "network_score": 1.6, "warnings": ["only 4 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_5", "userid": 46666, "metrics": {"unique_discussions": 5, "unique_interactions": 0.0, "total_posts": 8, "engagement_rate": 0.03553299492385787}, "network_score": 1.6, "warnings": ["only 5 unique discussions", "low post volume", "engagement below cohort median"]}], "connected": [{"userfullname": "student_15", "userid": 44444, "metrics": {"unique_discussions": 14, "unique_interactions": 3.0, "total_posts": 27, "engagement_rate": 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{"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 16, "engagement_rate": 0.06598984771573604}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_20", "userid": 46675, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 20, "engagement_rate": 0.08629441624365482}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_21", "userid": 46682, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 17, "engagement_rate": 0.07106598984771574}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_22", "userid": 46680, "metrics": {"unique_discussions": 8, "unique_interactions": 0.0, "total_posts": 20, "engagement_rate": 0.08629441624365482}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_4", "userid": 46671, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 22, "engagement_rate": 0.09644670050761421}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_6", "userid": 47139, "metrics": {"unique_discussions": 11, "unique_interactions": 1.0, "total_posts": 37, "engagement_rate": 0.116751269035533}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_8", "userid": 46674, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 18, "engagement_rate": 0.07614213197969544}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_1", "userid": 47141, "metrics": {"unique_discussions": 10, "unique_interactions": 4.0, "total_posts": 16, "engagement_rate": 0.0}, "network_score": 4.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_10", "userid": 46677, "metrics": {"unique_discussions": 9, "unique_interactions": 2.0, "total_posts": 17, "engagement_rate": 0.050761421319796954}, "network_score": 4.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_7", "userid": 46683, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 14, "engagement_rate": 0.05583756345177665}, "network_score": 4.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_12", "userid": 48825, "metrics": {"unique_discussions": 9, "unique_interactions": 2.0, "total_posts": 14, "engagement_rate": 0.04568527918781726}, "network_score": 3.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_9", "userid": 46667, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 11, "engagement_rate": 0.04060913705583756}, "network_score": 3.2, "highlights": ["strong unique discussions", "strong peer interactions"]}], "thresholds": {"unique_discussions": 6.0, "unique_interactions": 0.0, "total_posts": 16.0, "engagement_rate": 0.0532994923857868}, "missing_columns": [], "summary": {"total": 24, "isolated": 8, "connected": 16}}}


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"avg_reply_time_rank": 13, "modification_count_rank": 8, "valid_response_rank": 1, "citation_count_rank": 1, "max_streak_rank": 5, "topic_relevance_score_rank": 4, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 10, "Y_value": 1000, "Average_Rank": 6.0, "Overall_Rank": 8, "Becsl\u00e9s": 1007.5, "Original_Delta": -0.75, "Inverted_Delta": 0.75, "Validation_Product": -0.5625, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 6}, {"userid": 46680, "userfullname": "student_22", "active_days": 2, "average_posts_per_day": 1.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 49.0, "citation_count": 0, "engagement_rate": 0.0204081633, "max_streak": 1, "modification_count": 0.0, "topic_relevance_score": 0.6406704187, "total_characters": 654, "total_posts": 2, "total_replies_to_professor": 2, "total_words": 124, "unique_discussions": 2, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 14, "active_days_rank": 13, "total_replies_to_professor_rank": 14, "total_characters_rank": 16, "total_words_rank": 16, "unique_interactions_rank": 2, "unique_discussions_rank": 13, "engagement_rate_rank": 14, "avg_reply_time_rank": 9, "modification_count_rank": 8, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 5, "topic_relevance_score_rank": 1, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 10, "Y_value": 1000, "Average_Rank": 8.9375, "Overall_Rank": 15, "Becsl\u00e9s": 998.0, "Original_Delta": 0.2, "Inverted_Delta": -0.2, "Validation_Product": -0.04, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 8}, {"userid": 46668, "userfullname": "student_3", "active_days": 2, "average_posts_per_day": 2.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 44.0833333333, "citation_count": 0, "engagement_rate": 0.0306122449, "max_streak": 1, "modification_count": 0.0, "topic_relevance_score": 0.6125903726, "total_characters": 1670, "total_posts": 4, "total_replies_to_professor": 3, "total_words": 225, "unique_discussions": 2, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 8, "active_days_rank": 13, "total_replies_to_professor_rank": 10, "total_characters_rank": 14, "total_words_rank": 14, "unique_interactions_rank": 2, "unique_discussions_rank": 13, "engagement_rate_rank": 10, "avg_reply_time_rank": 7, "modification_count_rank": 8, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 5, "topic_relevance_score_rank": 3, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 1, "Y_value": 1000, "Average_Rank": 7.25, "Overall_Rank": 11, "Becsl\u00e9s": 998.0, "Original_Delta": 0.2, "Inverted_Delta": -0.2, "Validation_Product": -0.04, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 8}, {"userid": 46671, "userfullname": "student_4", "active_days": 7, "average_posts_per_day": 1.1428571429, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 59.3375, "citation_count": 1, "engagement_rate": 0.0816326531, "max_streak": 2, "modification_count": 0.0, "topic_relevance_score": 0.5176483393, "total_characters": 5919, "total_posts": 8, "total_replies_to_professor": 8, "total_words": 986, "unique_discussions": 5, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 1, "active_days_rank": 1, "total_replies_to_professor_rank": 1, "total_characters_rank": 3, "total_words_rank": 1, "unique_interactions_rank": 2, "unique_discussions_rank": 2, "engagement_rate_rank": 1, "avg_reply_time_rank": 12, "modification_count_rank": 8, "valid_response_rank": 1, "citation_count_rank": 1, "max_streak_rank": 2, "topic_relevance_score_rank": 9, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 9, "Y_value": 1000, "Average_Rank": 3.4375, "Overall_Rank": 1, "Becsl\u00e9s": 1027.9, "Original_Delta": -2.79, "Inverted_Delta": 2.8, "Validation_Product": -7.812, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 1}, {"userid": 46666, "userfullname": "student_5", "active_days": 1, "average_posts_per_day": 2.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 5.85, "citation_count": 0, "engagement_rate": 0.0102040816, "max_streak": 1, "modification_count": 2.0, "topic_relevance_score": 0.3003976941, "total_characters": 765, "total_posts": 2, "total_replies_to_professor": 1, "total_words": 187, "unique_discussions": 1, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 14, "active_days_rank": 16, "total_replies_to_professor_rank": 17, "total_characters_rank": 15, "total_words_rank": 15, "unique_interactions_rank": 2, "unique_discussions_rank": 17, "engagement_rate_rank": 17, "avg_reply_time_rank": 1, "modification_count_rank": 1, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 5, "topic_relevance_score_rank": 16, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 1, "Y_value": 1000, "Average_Rank": 9.0625, "Overall_Rank": 17, "Becsl\u00e9s": 998.0, "Original_Delta": 0.2, "Inverted_Delta": -0.15, "Validation_Product": -0.03, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 8}, {"userid": 47139, "userfullname": "student_6", "active_days": 5, "average_posts_per_day": 1.6, "avg_AI_involvedMsg_score": 9.875, "avg_reply_time": 26.580952381, "citation_count": 0, "engagement_rate": 0.0714285714, "max_streak": 3, "modification_count": 2.0, "topic_relevance_score": 0.4656657577, "total_characters": 5384, "total_posts": 8, "total_replies_to_professor": 7, "total_words": 902, "unique_discussions": 4, "unique_interactions": 1.0, "valid_response": 0, "total_posts_rank": 1, "active_days_rank": 4, "total_replies_to_professor_rank": 2, "total_characters_rank": 4, "total_words_rank": 3, "unique_interactions_rank": 1, "unique_discussions_rank": 4, "engagement_rate_rank": 2, "avg_reply_time_rank": 3, "modification_count_rank": 1, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 1, "topic_relevance_score_rank": 12, "avg_AI_involvedMsg_score_rank": 17, "average_posts_per_day_rank": 5, "Y_value": 1000, "Average_Rank": 4.1875, "Overall_Rank": 2, "Becsl\u00e9s": 998.0, "Original_Delta": 0.2, "Inverted_Delta": -0.2, "Validation_Product": -0.04, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 8}, {"userid": 46683, "userfullname": "student_7", "active_days": 3, "average_posts_per_day": 1.6666666667, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 26.5933333333, "citation_count": 1, "engagement_rate": 0.0510204082, "max_streak": 1, "modification_count": 0.0, "topic_relevance_score": 0.5992288589, "total_characters": 5186, "total_posts": 5, "total_replies_to_professor": 5, "total_words": 648, "unique_discussions": 4, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 6, "active_days_rank": 9, "total_replies_to_professor_rank": 6, "total_characters_rank": 5, "total_words_rank": 8, "unique_interactions_rank": 2, "unique_discussions_rank": 4, "engagement_rate_rank": 6, "avg_reply_time_rank": 4, "modification_count_rank": 8, "valid_response_rank": 1, "citation_count_rank": 1, "max_streak_rank": 5, "topic_relevance_score_rank": 5, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 4, "Y_value": 1000, "Average_Rank": 4.6875, "Overall_Rank": 5, "Becsl\u00e9s": 1025.5, "Original_Delta": -2.55, "Inverted_Delta": 2.55, "Validation_Product": -6.5025, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 3}, {"userid": 46674, "userfullname": "student_8", "active_days": 6, "average_posts_per_day": 1.1666666667, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 82.0785714286, "citation_count": 0, "engagement_rate": 0.0714285714, "max_streak": 2, "modification_count": 1.0, "topic_relevance_score": 0.4506587088, "total_characters": 7288, "total_posts": 7, "total_replies_to_professor": 7, "total_words": 721, "unique_discussions": 6, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 3, "active_days_rank": 2, "total_replies_to_professor_rank": 2, "total_characters_rank": 2, "total_words_rank": 6, "unique_interactions_rank": 2, "unique_discussions_rank": 1, "engagement_rate_rank": 2, "avg_reply_time_rank": 16, "modification_count_rank": 7, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 2, "topic_relevance_score_rank": 13, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 8, "Y_value": 1000, "Average_Rank": 4.625, "Overall_Rank": 4, "Becsl\u00e9s": 998.0, "Original_Delta": 0.2, "Inverted_Delta": -0.2, "Validation_Product": -0.04, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 8}, {"userid": 46667, "userfullname": "student_9", "active_days": 3, "average_posts_per_day": 1.0, "avg_AI_involvedMsg_score": 10.0, "avg_reply_time": 51.5, "citation_count": 0, "engagement_rate": 0.0306122449, "max_streak": 1, "modification_count": 2.0, "topic_relevance_score": 0.3498399258, "total_characters": 1933, "total_posts": 3, "total_replies_to_professor": 3, "total_words": 325, "unique_discussions": 3, "unique_interactions": 0.0, "valid_response": 0, "total_posts_rank": 11, "active_days_rank": 9, "total_replies_to_professor_rank": 10, "total_characters_rank": 13, "total_words_rank": 13, "unique_interactions_rank": 2, "unique_discussions_rank": 10, "engagement_rate_rank": 10, "avg_reply_time_rank": 10, "modification_count_rank": 1, "valid_response_rank": 1, "citation_count_rank": 6, "max_streak_rank": 5, "topic_relevance_score_rank": 14, "avg_AI_involvedMsg_score_rank": 1, "average_posts_per_day_rank": 10, "Y_value": 100000, "Average_Rank": 7.875, "Overall_Rank": 13, "Becsl\u00e9s": 970.1, "Original_Delta": 2.99, "Inverted_Delta": -3.01, "Validation_Product": -8.9999, "Validation_Result": "Valid", "Is_Valid": true, "Final_Rank": 15}]


run_id: eeb764a0-9cc8-449e-a4b1-9b2178138ee9
artifact_type: ai_insights
created_at: 2026-02-11 12:09:58.298010
payload:
{"generated_at": "2026-02-11T12:09:58.284532", "summary": "17 students on the watchlist out of 17. Average engagement rate is 0.04. Learners post 4.4 messages on average. Notable anomaly: Engagement rate low (-1.6 \u03c3). Focus attention on: student_5, student_14, student_16.", "fallback_summary": "17 students on the watchlist out of 17. Average engagement rate is 0.04. Learners post 4.4 messages on average. Notable anomaly: Engagement rate low (-1.6 \u03c3). Focus attention on: student_5, student_14, student_16.", "model_summary": null, "model_error": "manual_mode", "students_to_watch": [{"userid": 46666, "userfullname": "student_5", "flags": ["Low Engagement", "No replies to professor"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Replies back to the professor are below the configured threshold."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": ["Engagement rate low (-1.6 \u03c3)"], "metrics": {"total_posts": 2, "engagement_rate": 0.01020408163265306, "total_replies_to_professor": 1, "avg_reply_time": 5.85}}, {"userid": 42461, "userfullname": "student_14", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 2, "engagement_rate": 0.02040816326530612, "total_replies_to_professor": 2, "avg_reply_time": 789.3166666666666}}, {"userid": 46672, "userfullname": "student_16", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 3, "engagement_rate": 0.030612244897959183, "total_replies_to_professor": 3, "avg_reply_time": 41.68333333333333}}, {"userid": 46678, "userfullname": "student_19", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 4, "engagement_rate": 0.04081632653061224, "total_replies_to_professor": 4, "avg_reply_time": 72.96666666666667}}, {"userid": 46681, "userfullname": "student_2", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 3, "engagement_rate": 0.030612244897959183, "total_replies_to_professor": 3, "avg_reply_time": 57.76666666666667}}, {"userid": 46682, "userfullname": "student_21", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 4, "engagement_rate": 0.04081632653061224, "total_replies_to_professor": 4, "avg_reply_time": 62.34583333333333}}, {"userid": 46680, "userfullname": "student_22", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 2, "engagement_rate": 0.02040816326530612, "total_replies_to_professor": 2, "avg_reply_time": 49.0}}, {"userid": 46668, "userfullname": "student_3", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 4, "engagement_rate": 0.030612244897959183, "total_replies_to_professor": 3, "avg_reply_time": 44.083333333333336}}, {"userid": 46667, "userfullname": "student_9", "flags": ["Low Engagement", "Slow response times"], "messages": ["Engagement rate and posting activity fall below configured thresholds.", "Average reply time exceeds configured hours."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 3, "engagement_rate": 0.030612244897959183, "total_replies_to_professor": 3, "avg_reply_time": 51.5}}, {"userid": 46673, "userfullname": "student_18", "flags": ["Low Engagement"], "messages": ["Engagement rate and posting activity fall below configured thresholds."], "playbooks": ["Send a nudge summarizing missed interactions.", "Offer a short 1:1 check-in slot."], "severity": "high", "severity_rank": 3, "anomalies": [], "metrics": {"total_posts": 2, "engagement_rate": 0.02040816326530612, "total_replies_to_professor": 2, "avg_reply_time": 23.59166666666667}}, {"userid": 46677, "userfullname": "student_10", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 5, "engagement_rate": 0.05102040816326531, "total_replies_to_professor": 5, "avg_reply_time": 32.593333333333334}}, {"userid": 45293, "userfullname": "student_17", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 6, "engagement_rate": 0.061224489795918366, "total_replies_to_professor": 6, "avg_reply_time": 46.50277777777777}}, {"userid": 46675, "userfullname": "student_20", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 6, "engagement_rate": 0.061224489795918366, "total_replies_to_professor": 6, "avg_reply_time": 63.89166666666667}}, {"userid": 46671, "userfullname": "student_4", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 8, "engagement_rate": 0.08163265306122448, "total_replies_to_professor": 8, "avg_reply_time": 59.3375}}, {"userid": 47139, "userfullname": "student_6", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 8, "engagement_rate": 0.07142857142857142, "total_replies_to_professor": 7, "avg_reply_time": 26.58095238095238}}, {"userid": 46683, "userfullname": "student_7", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 5, "engagement_rate": 0.05102040816326531, "total_replies_to_professor": 5, "avg_reply_time": 26.593333333333334}}, {"userid": 46674, "userfullname": "student_8", "flags": ["Slow response times"], "messages": ["Average reply time exceeds configured hours."], "playbooks": [], "severity": "medium", "severity_rank": 2, "anomalies": [], "metrics": {"total_posts": 7, "engagement_rate": 0.07142857142857142, "total_replies_to_professor": 7, "avg_reply_time": 82.07857142857144}}], "notifications": [{"student": "student_5", "subject": "Watchlist indicator for student_5", "body": "Hello Instructor,\n\nStudent student_5 triggered the 'Low Engagement' indicator. Recent metrics: posts=2, engagement=0.01, replies_to_prof=1, avg_reply=5.85.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:09 UTC."}, {"student": "student_14", "subject": "Watchlist indicator for student_14", "body": "Hello Instructor,\n\nStudent student_14 triggered the 'Low Engagement' indicator. Recent metrics: posts=2, engagement=0.02, replies_to_prof=2, avg_reply=789.3166666666666.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:09 UTC."}, {"student": "student_16", "subject": "Watchlist indicator for student_16", "body": "Hello Instructor,\n\nStudent student_16 triggered the 'Low Engagement' indicator. Recent metrics: posts=3, engagement=0.03, replies_to_prof=3, avg_reply=41.68333333333333.\n\nSuggested next steps:\n- Send a nudge summarizing missed interactions.\n\nGenerated automatically on 2026-02-11 12:09 UTC."}], "rule_counts": {"low_engagement_combo": 10, "few_professor_replies": 1, "slow_responder": 15}, "missing_columns": [], "metrics_snapshot": {"total_students": 17, "generated_at": "2026-02-11T12:09:58.278809", "avg_posts": 4.352941176470588, "median_posts": 4.0, "low_post_count": 0, "avg_engagement": 0.04261704681872749, "low_engagement_count": 17, "low_professor_reply_count": 1, "isolated_count": 8}, "anomalies": [{"userid": "46666", "userfullname": "student_5", "row_index": 12, "column": "engagement_rate", "label": "Engagement rate", "value": 0.01020408163265306, "zscore": -1.5827680307534826, "direction": "low", "description": "Engagement rate low (-1.6 \u03c3)"}], "settings": {"summary_model": "manual", "summary_temperature": 0.0, "low_engagement_threshold": 0.25, "low_posts_threshold": 5, "deadline_miss_threshold": 1, "low_professor_reply_threshold": 1, "slow_reply_threshold_hours": 24, "zscore_low_threshold": -1.5, "zscore_high_threshold": 2.5}, "summary_prompt": "Summarize the following cohort metrics and flag notable risks.\nTotal students: 17\nAverage engagement rate: 0.04\nAverage posts: 4.4\nStudents flagged: 17\nFlagged students: student_5, student_14, student_16, student_19, student_2\nDetected anomalies: Engagement rate low (-1.6 \u03c3)", "severity_counts": {"high": 10, "medium": 7}, "summary_points": ["17 learners (~100% of the cohort) triggered 'Low Engagement'.", "17 students are operating below the engagement threshold.", "Outliers detected for Engagement rate."], "social_graph": {"available": true, "isolated": [{"userfullname": "student_14", "userid": 42461, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 2, "engagement_rate": 0.02040816326530612}, "network_score": 1.6, "warnings": ["only 2 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_16", "userid": 46672, "metrics": {"unique_discussions": 3, "unique_interactions": 0.0, "total_posts": 3, "engagement_rate": 0.030612244897959183}, "network_score": 1.6, "warnings": ["only 3 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_18", "userid": 46673, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 2, "engagement_rate": 0.02040816326530612}, "network_score": 1.6, "warnings": ["only 2 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_2", "userid": 46681, "metrics": {"unique_discussions": 3, "unique_interactions": 0.0, "total_posts": 3, "engagement_rate": 0.030612244897959183}, "network_score": 1.6, "warnings": ["only 3 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_22", "userid": 46680, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 2, "engagement_rate": 0.02040816326530612}, "network_score": 1.6, "warnings": ["only 2 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_5", "userid": 46666, "metrics": {"unique_discussions": 1, "unique_interactions": 0.0, "total_posts": 2, "engagement_rate": 0.01020408163265306}, "network_score": 1.6, "warnings": ["only 1 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_9", "userid": 46667, "metrics": {"unique_discussions": 3, "unique_interactions": 0.0, "total_posts": 3, "engagement_rate": 0.030612244897959183}, "network_score": 1.6, "warnings": ["only 3 unique discussions", "low post volume", "engagement below cohort median"]}, {"userfullname": "student_3", "userid": 46668, "metrics": {"unique_discussions": 2, "unique_interactions": 0.0, "total_posts": 4, "engagement_rate": 0.030612244897959183}, "network_score": 2.6, "warnings": ["only 2 unique discussions", "engagement below cohort median"]}], "connected": [{"userfullname": "student_10", "userid": 46677, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 5, "engagement_rate": 0.05102040816326531}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_17", "userid": 45293, "metrics": {"unique_discussions": 5, "unique_interactions": 0.0, "total_posts": 6, "engagement_rate": 0.061224489795918366}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_19", "userid": 46678, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 4, "engagement_rate": 0.04081632653061224}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_20", "userid": 46675, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 6, "engagement_rate": 0.061224489795918366}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_21", "userid": 46682, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 4, "engagement_rate": 0.04081632653061224}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_4", "userid": 46671, "metrics": {"unique_discussions": 5, "unique_interactions": 0.0, "total_posts": 8, "engagement_rate": 0.08163265306122448}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_6", "userid": 47139, "metrics": {"unique_discussions": 4, "unique_interactions": 1.0, "total_posts": 8, "engagement_rate": 0.07142857142857142}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_7", "userid": 46683, "metrics": {"unique_discussions": 4, "unique_interactions": 0.0, "total_posts": 5, "engagement_rate": 0.05102040816326531}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}, {"userfullname": "student_8", "userid": 46674, "metrics": {"unique_discussions": 6, "unique_interactions": 0.0, "total_posts": 7, "engagement_rate": 0.07142857142857142}, "network_score": 5.2, "highlights": ["strong unique discussions", "strong peer interactions"]}], "thresholds": {"unique_discussions": 4.0, "unique_interactions": 0.0, "total_posts": 4.0, "engagement_rate": 0.04081632653061224}, "missing_columns": [], "summary": {"total": 17, "isolated": 8, "connected": 9}}}


