# STAT 349: Introduction to Time Series | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_349) ## 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 fb5a3ef29954458191e6300eff16dd6fa9457d70b3c81468b1ed186b5dccb67c ### course id STAT 349 ### course uid course\_f01b96472a8cdb3029148ea7 ### catalog version id 9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005 ### course number 349 ### subjects * STAT ### title INTRODUCTION TO TIME SERIES ### description Autocorrelation; stationarity and non-stationarity; heteroscedasticity; dynamic models; auto-regressive and moving average models; identification and fitting; forecasting; seasonal adjustment; applications for financial time series, social sciences and environmental studies. ### requirements text STAT 333,340, graduate/professional standing, or declared in Statistics VISP ### credits min 3 ### credits max 3 ### credit offering ids * 1272:932:018458 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id aa7198d8f1c31a28631d848a01a5a99603c1c34310339753eb128fd05f627b92 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to time series analysis covering stationarity, AR/MA models, and forecasting applications. ### llm topics * Autocorrelation, stationarity, and heteroscedasticity * Dynamic, auto-regressive, and moving average models * Forecasting and seasonal adjustment * Applications in finance, social sciences, and environmental studies ### llm skills * Identifying, fitting, and forecasting time series models. * Analyzing stationarity, autocorrelation, and dynamic models. ### llm assumed background * Linear regression, probability models, hypothesis testing, and R programming. ### llm search phrases * time series analysis R * autoregressive moving average models * financial time series forecasting * stationarity heteroscedasticity ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 5bd4d11a60f46581d9dc0903836dba4304ee382a3097a0ae203c78dcfa621755 #### course id STAT 349 #### current instructors ```json [ { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "message": "No course-specific reviews available", "name": "Brian Powers", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2835672", "summary": [] }, { "instructor_uid": "instructor_2d6b4d1b0394a80f864b89fc", "message": "No course-specific reviews available", "name": "Haoran Xiong", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### difficulty workload Historical reviews of Panduan An: Reviewers describe the course as difficult, with homework questions being very hard and a high drop rate before the midterm. The lecture pace is often too fast to take notes, and prereqs do not adequately prepare students for the workload. ```json { "citations": [ { "instructor_name": "Panduan An", "review_date": "2022-09-29 00:42:58 +0000 UTC", "review_id": "31033a8e2b96572b892b08fc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM2NjY2ODE2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-01-06 16:29:49 +0000 UTC", "review_id": "1758c68c4df33b9599ee02ab", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNDkxMjIy", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-11 22:38:25 +0000 UTC", "review_id": "f2c07db180b131755c5d61e0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzA4MzY3", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-24 22:29:36 +0000 UTC", "review_id": "52a6044388d22780d69cd73f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzU0ODY2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Panduan An describe her lectures as unclear, disorganized, and difficult to follow, often recommending the textbook instead. One reviewer contrasts this by noting her clear notes and quick email responses, though most find the teaching style frustrating. ```json { "citations": [ { "instructor_name": "Panduan An", "review_date": "2022-09-29 00:42:58 +0000 UTC", "review_id": "31033a8e2b96572b892b08fc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM2NjY2ODE2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2023-10-31 18:12:49 +0000 UTC", "review_id": "f805cc1caa6d13e0a213ec99", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM4MzI0ODcz", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2023-12-16 06:47:45 +0000 UTC", "review_id": "42d4a5343b1ce3f24df97ae5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM4NzA0NjIy", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2024-09-25 06:18:34 +0000 UTC", "review_id": "d52b23da14562675c845ff7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM5NzY0MTM4", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-01-06 16:29:49 +0000 UTC", "review_id": "1758c68c4df33b9599ee02ab", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNDkxMjIy", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-01-24 16:44:16 +0000 UTC", "review_id": "0dd17bb784416defc1e8078e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNTk4MzY5", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-11 22:38:25 +0000 UTC", "review_id": "f2c07db180b131755c5d61e0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzA4MzY3", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-11-19 20:42:11 +0000 UTC", "review_id": "c50f97b9e957cde11b093b6d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxOTA2MjQ2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-12-03 18:05:00 +0000 UTC", "review_id": "57e862b0f40763ef9aef9608", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQyMDE0NDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-12-13 00:04:21 +0000 UTC", "review_id": "17c510264a0ae869bdc7152e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQyMjE4NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Panduan An: Panduan An receives mixed reviews; while one student found her notes clear and email responses helpful, others describe her lectures as disorganized, dull, and ineffective. Several reviewers state that the textbook is more useful than her teaching for understanding the material. ```json { "citations": [ { "instructor_name": "Panduan An", "review_date": "2022-09-29 00:42:58 +0000 UTC", "review_id": "31033a8e2b96572b892b08fc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM2NjY2ODE2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2023-10-31 18:12:49 +0000 UTC", "review_id": "f805cc1caa6d13e0a213ec99", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM4MzI0ODcz", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2023-12-16 06:47:45 +0000 UTC", "review_id": "42d4a5343b1ce3f24df97ae5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM4NzA0NjIy", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2024-09-25 06:18:34 +0000 UTC", "review_id": "d52b23da14562675c845ff7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTM5NzY0MTM4", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-01-06 16:29:49 +0000 UTC", "review_id": "1758c68c4df33b9599ee02ab", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNDkxMjIy", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-01-24 16:44:16 +0000 UTC", "review_id": "0dd17bb784416defc1e8078e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNTk4MzY5", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-11 22:38:25 +0000 UTC", "review_id": "f2c07db180b131755c5d61e0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzA4MzY3", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-24 22:29:36 +0000 UTC", "review_id": "52a6044388d22780d69cd73f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzU0ODY2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-11-19 20:42:11 +0000 UTC", "review_id": "c50f97b9e957cde11b093b6d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxOTA2MjQ2", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-12-03 18:05:00 +0000 UTC", "review_id": "57e862b0f40763ef9aef9608", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQyMDE0NDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.28 GPA, 59.6% A/AB (n=52 letter grades); Fall 2024: 3.31 GPA, 63.3% A/AB (n=49 letter grades); Fall 2025: 3.34 GPA, 60.4% A/AB (n=53 letter grades). ```json { "citations": [ { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Historical reviews of Panduan An: Students report that the textbook is essential for success, as lectures often fail to explain concepts clearly. One student found quick email responses helpful, but others note that class notes are unorganized or unavailable, forcing reliance on the book and practice exams. ```json { "citations": [ { "instructor_name": "Panduan An", "review_date": "2025-01-24 16:44:16 +0000 UTC", "review_id": "0dd17bb784416defc1e8078e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQwNTk4MzY5", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-10-11 22:38:25 +0000 UTC", "review_id": "f2c07db180b131755c5d61e0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQxNzA4MzY3", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" }, { "instructor_name": "Panduan An", "review_date": "2025-12-13 00:04:21 +0000 UTC", "review_id": "17c510264a0ae869bdc7152e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2546332", "source_review_id": "UmF0aW5nLTQyMjE4NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history PANDUAN AN is recorded teaching in Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 349", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "source_record": { "entity_id": "889cfa1a-7026-3d2b-8372-7f780c08dff8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "STAT 333,340, graduate/professional standing, or declared in Statistics VISP", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 333, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 333", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "340", "id": "n2", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n3", "kind": "condition" }, { "children": [], "condition": "declared in Statistics VISP", "course": null, "evidence": "declared in Statistics VISP", "id": "n4", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "source": "enrollment", "source_instructor_id": "brpowers2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brian Powers", "email": "BRPOWERS2@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 29, "quality": 3.17, "difficulty": 3.41, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:2835672", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:05.861143+00:00", "courses": { "course_06abb97e9793bf858754daa3": { "review_count": 5, "quality": 1.8, "difficulty": 3, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 17, "quality": 3.12, "difficulty": 3.88, "quality_count": 17, "difficulty_count": 17 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 4.83, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3698717483863656, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BRIAN_POWERS" }, { "instructor_uid": "instructor_2d6b4d1b0394a80f864b89fc", "source": "enrollment", "source_instructor_id": "hxiong45", "identity_basis": "netid", "identity_status": "source_identified", "name": "Haoran Xiong", "email": "HAORAN.XIONG@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/HAORAN_XIONG" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:932:018458", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1272", "source_course_id": "018458", "source_subject_id": "932", "title": "Introduction to Time Series", "credits_min": 3, "credits_max": 3, "typically_offered": "Occasionally" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:25890", "term_id": "1272", "source_section_id": "25890", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 70, "enrolled": 61, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:25891", "term_id": "1272", "source_section_id": "25891", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 2, "enrolled": 1, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_65cbac2c9da9e3d3236992ef", "source": "madgrades", "source_instructor_id": "4108525", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZHENGJUN ZHANG", "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", "grade_statistics": { "gpa": 3.47, "graded": 1374, "counts": [ 541, 447, 245, 81, 44, 14, 2 ], "sections": 96 }, "instructor_url": "/instructors/ZHENGJUN_ZHANG--instructor_65cbac2c9da9e3d3236992ef" }, { "instructor_uid": "instructor_2046459e5630973d60ed2b15", "source": "madgrades", "source_instructor_id": "640407", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NICHOLAS STEPHEN KEULER", "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", "grade_statistics": { "gpa": 3.1, "graded": 3078, "counts": [ 830, 628, 845, 223, 424, 82, 46 ], "sections": 39 }, "instructor_url": "/instructors/NICHOLAS_STEPHEN_KEULER" }, { "instructor_uid": "instructor_c3485b02711ec2c4ee562800", "source": "madgrades", "source_instructor_id": "5690247", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BOWEN HU", "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", "grade_statistics": { "gpa": 3.483, "graded": 286, "counts": [ 152, 51, 42, 19, 17, 2, 3 ], "sections": 13 }, "instructor_url": "/instructors/BOWEN_HU--instructor_c3485b02711ec2c4ee562800" }, { "instructor_uid": "instructor_cb750a187f27b64e424e0200", "source": "madgrades", "source_instructor_id": "5906610", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SIYU ZHANG", "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", "grade_statistics": { "gpa": 3.414, "graded": 58, "counts": [ 21, 19, 12, 3, 1, 2, 0 ], "sections": 1 }, "instructor_url": "/instructors/SIYU_ZHANG--instructor_cb750a187f27b64e424e0200" }, { "instructor_uid": "instructor_4a37d499c647b5935f1a798d", "source": "madgrades", "source_instructor_id": "4734274", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JILI WANG", "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", "grade_statistics": { "gpa": 3.452, "graded": 63, "counts": [ 24, 21, 8, 8, 2, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/JILI_WANG" }, { "instructor_uid": "instructor_ebccd50a43f3c8007d148ac1", "source": "madgrades", "source_instructor_id": "6090509", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ELINA CHOI", "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", "grade_statistics": { "gpa": 3.643, "graded": 210, "counts": [ 143, 29, 15, 9, 10, 4, 0 ], "sections": 7 }, "instructor_url": "/instructors/ELINA_CHOI--instructor_ebccd50a43f3c8007d148ac1" }, { "instructor_uid": "instructor_0a1179c1ae69cd7f05cb2213", "source": "madgrades", "source_instructor_id": "5523214", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NING FAN", "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", "grade_statistics": { "gpa": 3.55, "graded": 40, "counts": [ 11, 23, 5, 1, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/NING_FAN" }, { "instructor_uid": "instructor_47603ce43b4df7855b782a91", "source": "madgrades", "source_instructor_id": "6243365", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PANDUAN AN", "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": 73, "quality": 1.78, "difficulty": 3.68, "quality_count": 73, "difficulty_count": 73, "profile_id": "rmp:2546332", "source_url": "https://www.ratemyprofessors.com/professor/2546332", "match_basis": "exact_name", "observed_at": "2026-09-07 16:13:07.975993+00:00", "courses": { "course_2a00c702ff402614a950606e": { "review_count": 40, "quality": 1.82, "difficulty": 3.67, "quality_count": 40, "difficulty_count": 40 }, "course_f01b96472a8cdb3029148ea7": { "review_count": 15, "quality": 1.4, "difficulty": 4.13, "quality_count": 15, "difficulty_count": 15 }, "course_e593b86c370a0c671af794df": { "review_count": 4, "quality": 2, "difficulty": 3.75, "quality_count": 4, "difficulty_count": 4 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 13, "quality": 2.08, "difficulty": 3.15, "quality_count": 13, "difficulty_count": 13 } }, "bayesian_quality": 2.1842335018379773, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.243, "graded": 1554, "counts": [ 570, 329, 317, 138, 125, 62, 13 ], "sections": 37 }, "instructor_url": "/instructors/PANDUAN_AN--instructor_47603ce43b4df7855b782a91" }, { "instructor_uid": "instructor_7a0984eccf8f375261aa2e91", "source": "madgrades", "source_instructor_id": "6089345", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BENJAMIN SEAN KEI JIN TEO", "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", "grade_statistics": { "gpa": 3.366, "graded": 86, "counts": [ 47, 9, 7, 12, 8, 3, 0 ], "sections": 4 }, "instructor_url": "/instructors/BENJAMIN_SEAN_KEI_JIN_TEO--instructor_7a0984eccf8f375261aa2e91" }, { "instructor_uid": "instructor_7c5aac7bbe07457b9b317028", "source": "madgrades", "source_instructor_id": "6286281", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XINDI LIN", "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", "grade_statistics": { "gpa": 3.279, "graded": 52, "counts": [ 24, 7, 7, 6, 6, 2, 0 ], "sections": 2 }, "instructor_url": "/instructors/XINDI_LIN--instructor_7c5aac7bbe07457b9b317028" }, { "instructor_uid": "instructor_27750fe4b1f381b0fe0575b3", "source": "madgrades", "source_instructor_id": "6286615", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUN HYUNG CHANG", "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", "grade_statistics": { "gpa": 3.306, "graded": 49, "counts": [ 21, 10, 8, 2, 6, 2, 0 ], "sections": 2 }, "instructor_url": "/instructors/JUN_HYUNG_CHANG" }, { "instructor_uid": "instructor_a37b284fdb63145ca5b3de91", "source": "madgrades", "source_instructor_id": "6239551", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZHONGLING LIAO", "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", "grade_statistics": { "gpa": 3.522, "graded": 268, "counts": [ 137, 51, 53, 15, 10, 1, 1 ], "sections": 15 }, "instructor_url": "/instructors/ZHONGLING_LIAO--instructor_a37b284fdb63145ca5b3de91" }, { "instructor_uid": "instructor_2d6b4d1b0394a80f864b89fc", "source": "enrollment", "source_instructor_id": "hxiong45", "identity_basis": "netid", "identity_status": "source_identified", "name": "Haoran Xiong", "email": "HAORAN.XIONG@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/HAORAN_XIONG" }, { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "source": "enrollment", "source_instructor_id": "brpowers2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brian Powers", "email": "BRPOWERS2@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 29, "quality": 3.17, "difficulty": 3.41, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:2835672", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:05.861143+00:00", "courses": { "course_06abb97e9793bf858754daa3": { "review_count": 5, "quality": 1.8, "difficulty": 3, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 17, "quality": 3.12, "difficulty": 3.88, "quality_count": 17, "difficulty_count": 17 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 4.83, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3698717483863656, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BRIAN_POWERS" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "Zheng Zhang" ], "a": 12, "ab": 5, "b": 1, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 4, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "Zheng Zhang" ], "a": 11, "ab": 7, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 21, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "NICHOLAS STEPHEN KEULER" ], "a": 11, "ab": 5, "b": 11, "bc": 3, "c": 9, "d": 3, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 43, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1144", "term_name": "Spring 2014", "instructors": [ "Zheng Zhang" ], "a": 12, "ab": 9, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "Zheng Zhang" ], "a": 14, "ab": 14, "b": 9, "bc": 2, "c": 4, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 44, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "Zheng Zhang" ], "a": 16, "ab": 15, "b": 9, "bc": 8, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 49, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "BOWEN HU", "Zheng Zhang" ], "a": 13, "ab": 15, "b": 5, "bc": 3, "c": 4, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 41, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "SIYU ZHANG", "Zheng Zhang" ], "a": 21, "ab": 19, "b": 12, "bc": 3, "c": 1, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 58, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "JILI WANG", "Zheng Zhang" ], "a": 24, "ab": 21, "b": 8, "bc": 8, "c": 2, "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": 63, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "ELINA CHOI", "Zheng Zhang" ], "a": 35, "ab": 12, "b": 5, "bc": 1, "c": 1, "d": 1, "f": 0, "satisfactory": 5, "unsatisfactory": 1, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 61, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Jing Fan", "Zheng Zhang" ], "a": 11, "ab": 23, "b": 5, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 1, "total": 41, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "BENJAMIN SEAN KEI JIN TEO", "PANDUAN AN" ], "a": 13, "ab": 7, "b": 5, "bc": 5, "c": 5, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 38, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "PANDUAN AN", "XINDI LIN" ], "a": 24, "ab": 7, "b": 7, "bc": 6, "c": 6, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 52, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "JUN HYUNG CHANG", "PANDUAN AN" ], "a": 21, "ab": 10, "b": 8, "bc": 2, "c": 6, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 49, "source_aliases": [ "STAT 349" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 349", "course_uid": "course_f01b96472a8cdb3029148ea7", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "PANDUAN AN", "ZHONGLING LIAO" ], "a": 21, "ab": 11, "b": 10, "bc": 7, "c": 3, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 53, "source_aliases": [ "STAT 349" ] } ] ``` ### statistics #### gpa 3.376 #### graded 647 #### counts * 259 * 180 * 98 * 51 * 41 * 15 * 3 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_f01b96472a8cdb3029148ea7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_f01b96472a8cdb3029148ea7-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_f01b96472a8cdb3029148ea7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_f01b96472a8cdb3029148ea7-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_f01b96472a8cdb3029148ea7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_f01b96472a8cdb3029148ea7-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_f01b96472a8cdb3029148ea7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_f01b96472a8cdb3029148ea7-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_f01b96472a8cdb3029148ea7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_f01b96472a8cdb3029148ea7-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.376352395672334 #### count 647 #### university ##### size 4533 ##### gpa Percentile 17 ##### count Percentile 85 ##### median Count 142 ##### 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 | 11 | false | | 2.8–3.2 | 306 | false | | 3.2–3.6 | 1268 | true | | 3.6–4.0 | 2948 | false | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 69, "gpaPercentile": 19, "countPercentile": 75, "medianCount": 203, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 25, "current": true }, { "range": "3.6–4.0", "count": 34, "current": false } ] } } ] ``` ### terms #### 1094 ##### term 1094 ##### gpa 3.675 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1114 ##### term 1114 ##### gpa 3.575 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1134 ##### term 1134 ##### gpa 2.86046511627907 ##### count 43 ##### university ###### size 852 ###### gpa Percentile 6 ###### count Percentile 25 ###### 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 | 2 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 229 | true | | 3.2–3.6 | 304 | false | | 3.6–4.0 | 287 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 15, "gpaPercentile": 0, "countPercentile": 21, "medianCount": 62, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 7, "current": true }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 0, "current": false } ] } } ] ``` #### 1144 ##### term 1144 ##### gpa 3.717391304347826 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1154 ##### term 1154 ##### gpa 3.372093023255814 ##### count 43 ##### university ###### size 935 ###### gpa Percentile 44 ###### count Percentile 26 ###### median Count 63 ###### 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 | 38 | false | | 2.8–3.2 | 237 | false | | 3.2–3.6 | 326 | true | | 3.6–4.0 | 334 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 19, "gpaPercentile": 67, "countPercentile": 17, "medianCount": 57, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 2, "current": false } ] } } ] ``` #### 1164 ##### term 1164 ##### gpa 3.336734693877551 ##### count 49 ##### university ###### size 965 ###### gpa Percentile 37 ###### count Percentile 33 ###### median Count 68 ###### 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 | 3 | false | | 2.4–2.8 | 37 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 319 | true | | 3.6–4.0 | 390 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 21, "gpaPercentile": 50, "countPercentile": 25, "medianCount": 69, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 2, "current": false }, { "range": "2.8–3.2", "count": 6, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 4, "current": false } ] } } ] ``` #### 1174 ##### term 1174 ##### gpa 3.317073170731707 ##### count 41 ##### university ###### size 955 ###### gpa Percentile 36 ###### count Percentile 21 ###### median Count 69 ###### 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 | 29 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 332 | true | | 3.6–4.0 | 369 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 22, "gpaPercentile": 52, "countPercentile": 19, "medianCount": 71.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 5, "current": false } ] } } ] ``` #### 1184 ##### term 1184 ##### gpa 3.413793103448276 ##### count 58 ##### university ###### size 1010 ###### gpa Percentile 41 ###### count Percentile 43 ###### median Count 68 ###### 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 | 26 | false | | 2.8–3.2 | 210 | false | | 3.2–3.6 | 355 | true | | 3.6–4.0 | 418 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 46, "countPercentile": 33, "medianCount": 70, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 6, "current": false }, { "range": "3.2–3.6", "count": 11, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1194 ##### term 1194 ##### gpa 3.4523809523809526 ##### count 63 ##### university ###### size 1040 ###### gpa Percentile 43 ###### count Percentile 46 ###### median Count 67 ###### 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 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | true | | 3.6–4.0 | 454 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 23, "gpaPercentile": 64, "countPercentile": 27, "medianCount": 79, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 6, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.6818181818181817 ##### count 55 ##### university ###### size 1012 ###### gpa Percentile 43 ###### count Percentile 42 ###### median Count 65.5 ###### 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 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 27, "gpaPercentile": 54, "countPercentile": 31, "medianCount": 56, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.55 ##### count 40 ##### university ###### size 1111 ###### gpa Percentile 40 ###### count Percentile 19 ###### median Count 68 ###### 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 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | true | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 58, "countPercentile": 0, "medianCount": 100, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 7, "current": false }, { "range": "3.2–3.6", "count": 10, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.0789473684210527 ##### count 38 ##### university ###### size 1216 ###### gpa Percentile 9 ###### count Percentile 17 ###### 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 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | true | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 13, "countPercentile": 6, "medianCount": 60.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 11, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.2788461538461537 ##### count 52 ##### university ###### size 1295 ###### gpa Percentile 18 ###### count Percentile 39 ###### median Count 67 ###### 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 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | true | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 34, "gpaPercentile": 27, "countPercentile": 45, "medianCount": 55, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 7, "current": false }, { "range": "3.2–3.6", "count": 13, "current": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.306122448979592 ##### count 49 ##### university ###### size 1333 ###### gpa Percentile 15 ###### count Percentile 34 ###### median Count 69 ###### 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 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 29, "countPercentile": 39, "medianCount": 70.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.339622641509434 ##### count 53 ##### university ###### size 1320 ###### gpa Percentile 18 ###### count Percentile 35 ###### median Count 70 ###### 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 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 46, "countPercentile": 21, "medianCount": 81, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 12, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4533 ###### gpa 3.6682937614355513 ###### top Share 82.37991902185941 ###### count 142 ##### STAT ###### size 69 ###### gpa 3.5825723843859993 ###### top Share 77.75200779283848 ###### count 203 #### terms ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### STAT ###### size 13 ###### gpa 3.2192958075537375 ###### top Share 55.66253049989985 ###### count 67 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### STAT ###### size 14 ###### gpa 3.1808388037128617 ###### top Share 54.20460480857422 ###### count 76 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### STAT ###### size 15 ###### gpa 3.189466060305169 ###### top Share 53.9092333240668 ###### count 62 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ###### STAT ###### size 14 ###### gpa 3.0970281238579784 ###### top Share 51.741770775379614 ###### count 74.5 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### STAT ###### size 19 ###### gpa 3.247335845906281 ###### top Share 58.329434774225824 ###### count 57 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### STAT ###### size 21 ###### gpa 3.317795716655057 ###### top Share 62.84642273068802 ###### count 69 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### STAT ###### size 22 ###### gpa 3.3391231320477925 ###### top Share 62.80825113292103 ###### count 71.5 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### STAT ###### size 25 ###### gpa 3.460210558661105 ###### top Share 70.42953406269322 ###### count 70 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### STAT ###### size 23 ###### gpa 3.3818127863152334 ###### top Share 66.9295898310719 ###### count 79 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### STAT ###### size 27 ###### gpa 3.6537351147420534 ###### top Share 80.87794592686507 ###### count 56 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### STAT ###### size 25 ###### gpa 3.4555542540486095 ###### top Share 69.54152339778892 ###### count 100 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### STAT ###### size 32 ###### gpa 3.4024781451477413 ###### top Share 66.63145704464162 ###### count 60.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### STAT ###### size 34 ###### gpa 3.4558758327213903 ###### top Share 69.10154863162224 ###### count 55 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### STAT ###### size 32 ###### gpa 3.423918594183889 ###### top Share 68.17668754351217 ###### count 70.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### STAT ###### size 29 ###### gpa 3.415022952129974 ###### top Share 64.95385808199006 ###### count 81 ## instructor Trends ```json [ { "uid": "instructor_65cbac2c9da9e3d3236992ef", "name": "ZHENGJUN ZHANG", "count": 412, "terms": [ { "term": "1094", "count": 20, "sections": 1, "gpa": 3.675 }, { "term": "1114", "count": 20, "sections": 1, "gpa": 3.575 }, { "term": "1144", "count": 23, "sections": 1, "gpa": 3.717391304347826 }, { "term": "1154", "count": 43, "sections": 1, "gpa": 3.372093023255814 }, { "term": "1164", "count": 49, "sections": 1, "gpa": 3.336734693877551 }, { "term": "1174", "count": 41, "sections": 1, "gpa": 3.317073170731707 }, { "term": "1184", "count": 58, "sections": 1, "gpa": 3.413793103448276 }, { "term": "1194", "count": 63, "sections": 1, "gpa": 3.4523809523809526 }, { "term": "1204", "count": 55, "sections": 2, "gpa": 3.6818181818181817 }, { "term": "1212", "count": 40, "sections": 2, "gpa": 3.55 } ] }, { "uid": "instructor_47603ce43b4df7855b782a91", "name": "PANDUAN AN", "count": 192, "terms": [ { "term": "1232", "count": 38, "sections": 2, "gpa": 3.0789473684210527 }, { "term": "1242", "count": 52, "sections": 2, "gpa": 3.2788461538461537 }, { "term": "1252", "count": 49, "sections": 2, "gpa": 3.306122448979592 }, { "term": "1262", "count": 53, "sections": 1, "gpa": 3.339622641509434 } ] }, { "uid": "instructor_4a37d499c647b5935f1a798d", "name": "JILI WANG", "count": 63, "terms": [ { "term": "1194", "count": 63, "sections": 1, "gpa": 3.4523809523809526 } ] }, { "uid": "instructor_cb750a187f27b64e424e0200", "name": "SIYU ZHANG", "count": 58, "terms": [ { "term": "1184", "count": 58, "sections": 1, "gpa": 3.413793103448276 } ] }, { "uid": "instructor_ebccd50a43f3c8007d148ac1", "name": "ELINA CHOI", "count": 55, "terms": [ { "term": "1204", "count": 55, "sections": 2, "gpa": 3.6818181818181817 } ] }, { "uid": "instructor_a37b284fdb63145ca5b3de91", "name": "ZHONGLING LIAO", "count": 53, "terms": [ { "term": "1262", "count": 53, "sections": 1, "gpa": 3.339622641509434 } ] }, { "uid": "instructor_7c5aac7bbe07457b9b317028", "name": "XINDI LIN", "count": 52, "terms": [ { "term": "1242", "count": 52, "sections": 2, "gpa": 3.2788461538461537 } ] }, { "uid": "instructor_27750fe4b1f381b0fe0575b3", "name": "JUN HYUNG CHANG", "count": 49, "terms": [ { "term": "1252", "count": 49, "sections": 2, "gpa": 3.306122448979592 } ] }, { "uid": "instructor_2046459e5630973d60ed2b15", "name": "NICHOLAS STEPHEN KEULER", "count": 43, "terms": [ { "term": "1134", "count": 43, "sections": 1, "gpa": 2.86046511627907 } ] }, { "uid": "instructor_c3485b02711ec2c4ee562800", "name": "BOWEN HU", "count": 41, "terms": [ { "term": "1174", "count": 41, "sections": 1, "gpa": 3.317073170731707 } ] }, { "uid": "instructor_0a1179c1ae69cd7f05cb2213", "name": "NING FAN", "count": 40, "terms": [ { "term": "1212", "count": 40, "sections": 2, "gpa": 3.55 } ] }, { "uid": "instructor_7a0984eccf8f375261aa2e91", "name": "BENJAMIN SEAN KEI JIN TEO", "count": 38, "terms": [ { "term": "1232", "count": 38, "sections": 2, "gpa": 3.0789473684210527 } ] } ] ``` ## following None recorded.