# INFOSYS 423: Digital Platform Analytics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/INFOSYS_423) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 918731f646becf2f4d1088ed9e08b14fb1a3c19132c7c90ab8fe267a0b5a6298 ### course id INFOSYS 423 ### course uid course\_66917ac2b710b102608b82c8 ### catalog version id fd86815e96cf74c614b6068f094381499bb396a56efb65fc79b1fda86c24beea ### course number 423 ### subjects * INFOSYS ### title DIGITAL PLATFORM ANALYTICS ### description An introduction to data analysis procedures covering topics including: data collection, pre-processing, analysis, and presentation. Content covers important data analysis concepts, such as structured and unstructured data. Learn about supervised, unsupervised learning methods and advanced analytics topics, such as text mining, recommendation systems, and algorithm bias. ### requirements text None ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id e4a570d7e0d29d60d41d4d4886951f024f0f5a20fe47583fe9f5cdc6781dde65 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Digital Platform Analytics introduces data analysis procedures including collection, pre-processing, and presentation of structured and unstructured data. ### llm topics * Structured and unstructured data * Supervised and unsupervised learning * Text mining, recommendation systems, and algorithm bias ### llm skills * Data collection, pre-processing, analysis, and presentation * Supervised and unsupervised learning methods * Text mining, recommendation systems, and algorithm bias ### llm assumed background None recorded. ### llm search phrases * data analysis procedures * supervised unsupervised learning * text mining recommendation systems * algorithm bias * structured unstructured data ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 08f4b26f60ad8c7862229b96b4430f07d2d3f4f01aa16ba1ce64ce6344654ff6 #### course id INFOSYS 423 #### current instructors None recorded. #### difficulty workload Historical reviews of Qinglai He: Reviewers rated the difficulty as low to moderate, with scores of 2 and 3 out of 5, suggesting the course is manageable. ```json { "citations": [ { "instructor_name": "Qinglai He", "review_date": "2025-11-15 05:17:15 +0000 UTC", "review_id": "0547050a6abb4dbfeade269f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQxODcyOTgw", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" }, { "instructor_name": "Qinglai He", "review_date": "2026-04-20 01:25:47 +0000 UTC", "review_id": "8569b1c90d5a7a55596c7394", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQyODcyNjMx", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Qinglai He: Qinglai He is described as an exceptionally caring and passionate instructor who deeply wants students to succeed. Reviewers highlight her engaging teaching style and genuine dedication, with one calling her the best professor they have encountered. ```json { "citations": [ { "instructor_name": "Qinglai He", "review_date": "2025-11-15 05:17:15 +0000 UTC", "review_id": "0547050a6abb4dbfeade269f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQxODcyOTgw", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" }, { "instructor_name": "Qinglai He", "review_date": "2026-04-20 01:25:47 +0000 UTC", "review_id": "8569b1c90d5a7a55596c7394", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQyODcyNjMx", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Qinglai He describe an exceptionally engaging and caring instructor who is passionate about her topics and deeply wants students to succeed. ```json { "citations": [ { "instructor_name": "Qinglai He", "review_date": "2025-11-15 05:17:15 +0000 UTC", "review_id": "0547050a6abb4dbfeade269f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQxODcyOTgw", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" }, { "instructor_name": "Qinglai He", "review_date": "2026-04-20 01:25:47 +0000 UTC", "review_id": "8569b1c90d5a7a55596c7394", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQyODcyNjMx", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.44 GPA, 66.7% A/AB (n=9 letter grades); Spring 2025: 3.50 GPA, 69.1% A/AB (n=55 letter grades); Spring 2026: 3.64 GPA, 82.1% A/AB (n=67 letter grades). ```json { "citations": [ { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Qinglai He: Students found the class highly engaging due to the instructor's passion, describing her as sweet and genuinely good at her job. ```json { "citations": [ { "instructor_name": "Qinglai He", "review_date": "2025-11-15 05:17:15 +0000 UTC", "review_id": "0547050a6abb4dbfeade269f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQxODcyOTgw", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" }, { "instructor_name": "Qinglai He", "review_date": "2026-04-20 01:25:47 +0000 UTC", "review_id": "8569b1c90d5a7a55596c7394", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2909003", "source_review_id": "UmF0aW5nLTQyODcyNjMx", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history QINGLAI HE is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "INFOSYS 423", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "source_record": { "entity_id": "3f119325-5389-3a86-9217-82da3aaa7b91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_abcd9467951e2baced38bc1e", "source": "madgrades", "source_instructor_id": "6398589", "identity_basis": "source_id", "identity_status": "source_identified", "name": "QINGLAI HE", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2909003", "source_url": "https://www.ratemyprofessors.com/professor/2909003", "match_basis": "exact_name", "observed_at": "2026-09-07 16:11:12.683624+00:00", "courses": { "course_66917ac2b710b102608b82c8": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.781532530496905, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.688, "graded": 221, "counts": [ 135, 47, 31, 3, 5, 0, 0 ], "sections": 10 }, "instructor_url": "/instructors/QINGLAI_HE--instructor_abcd9467951e2baced38bc1e" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 423", "course_uid": "course_66917ac2b710b102608b82c8", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Qinglai He" ], "a": 4, "ab": 2, "b": 2, "bc": 0, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 9, "source_aliases": [ "INFOSYS 423" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 423", "course_uid": "course_66917ac2b710b102608b82c8", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Qinglai He" ], "a": 22, "ab": 16, "b": 13, "bc": 3, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 55, "source_aliases": [ "INFOSYS 423" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 423", "course_uid": "course_66917ac2b710b102608b82c8", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Qinglai He" ], "a": 37, "ab": 18, "b": 9, "bc": 0, "c": 3, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 67, "source_aliases": [ "INFOSYS 423" ] } ] ``` ### statistics #### gpa 3.569 #### graded 131 #### counts * 63 * 36 * 24 * 3 * 5 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_66917ac2b710b102608b82c8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_66917ac2b710b102608b82c8-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_66917ac2b710b102608b82c8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_66917ac2b710b102608b82c8-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_66917ac2b710b102608b82c8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_66917ac2b710b102608b82c8-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_66917ac2b710b102608b82c8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_66917ac2b710b102608b82c8-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.568702290076336 #### count 131 #### university ##### size 2411 ##### gpa Percentile 29 ##### count Percentile 63 ##### median Count 90 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 163 | false | | 3.2–3.6 | 604 | true | | 3.6–4.0 | 1627 | false | #### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | ### terms #### 1244 ##### term 1244 ##### gpa 3.4444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1254 ##### term 1254 ##### gpa 3.5 ##### count 55 ##### university ###### size 1289 ###### gpa Percentile 31 ###### count Percentile 41 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1264 ##### term 1264 ##### gpa 3.6417910447761193 ##### count 67 ##### university ###### size 1283 ###### gpa Percentile 43 ###### count Percentile 50 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | ### benchmarks #### all ##### school ###### size 2411 ###### gpa 3.6770271983084943 ###### top Share 83.11222705251026 ###### count 90 #### terms ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_abcd9467951e2baced38bc1e", "name": "QINGLAI HE", "count": 131, "terms": [ { "term": "1244", "count": 9, "sections": 2, "gpa": 3.4444444444444446 }, { "term": "1254", "count": 55, "sections": 2, "gpa": 3.5 }, { "term": "1264", "count": 67, "sections": 2, "gpa": 3.6417910447761193 } ] } ] ``` ## following None recorded.