{"schema_version":1,"url":"https://uwcourses.com/courses/MATH_828","title":"MATH 828: Advanced Topics in Harmonic Analysis | UW–Madison","dataset":{"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349","repository":"twangodev/uwcourses","schema_version":6,"importer_version":"7","projection_id":"94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f","observed_at":"2026-09-07T15:55:43.033547+00:00","built_at":"2026-09-10T23:19:01.870283+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":"AAE","count":90},{"subject":"ABT","count":20},{"subject":"ACCTIS","count":36},{"subject":"ACTSCI","count":14},{"subject":"AFAERO","count":10},{"subject":"AFRICAN","count":87},{"subject":"AFROAMER","count":71},{"subject":"AGROECOL","count":21},{"subject":"AMERIND","count":53},{"subject":"ANAT&PHY","count":7},{"subject":"ANATOMY","count":2},{"subject":"ANESTHES","count":8},{"subject":"ANSCI","count":57},{"subject":"ANTHRO","count":95},{"subject":"ART","count":125},{"subject":"ARTED","count":10},{"subject":"ARTHIST","count":121},{"subject":"ASIALANG","count":129},{"subject":"ASIAN","count":109},{"subject":"ASIANAM","count":28},{"subject":"ASTRON","count":38},{"subject":"ATMOCN","count":69},{"subject":"BIOCHEM","count":51},{"subject":"BIOCORE","count":10},{"subject":"BIOLOGY","count":14},{"subject":"BIOMDSCI","count":18},{"subject":"BME","count":66},{"subject":"BMI","count":41},{"subject":"BMOLCHEM","count":10},{"subject":"BOTANY","count":69},{"subject":"BSE","count":44},{"subject":"C&ESOC","count":73},{"subject":"CBE","count":48},{"subject":"CHEM","count":101},{"subject":"CHICLA","count":52},{"subject":"CIVENGR","count":133},{"subject":"CLASSICS","count":47},{"subject":"CNP","count":10},{"subject":"CNSRSCI","count":50},{"subject":"COMARTS","count":137},{"subject":"COMPBIO","count":15},{"subject":"COMPLIT","count":11},{"subject":"COMPSCI","count":138},{"subject":"COUNPSY","count":78},{"subject":"CRB","count":19},{"subject":"CS&D","count":71},{"subject":"CSCS","count":40},{"subject":"CURRIC","count":193},{"subject":"DANCE","count":93},{"subject":"DERM","count":8},{"subject":"DS","count":88},{"subject":"DYSCI","count":35},{"subject":"ECE","count":155},{"subject":"ECON","count":145},{"subject":"EDPOL","count":114},{"subject":"EDPSYCH","count":97},{"subject":"ELPA","count":70},{"subject":"EMA","count":53},{"subject":"EMERMED","count":17},{"subject":"ENGL","count":206},{"subject":"ENTOM","count":40},{"subject":"ENVIRST","count":148},{"subject":"EP","count":15},{"subject":"EPD","count":67},{"subject":"ESL","count":16},{"subject":"F&WECOL","count":60},{"subject":"FAMMED","count":22},{"subject":"FINANCE","count":50},{"subject":"FOLKLORE","count":40},{"subject":"FOODSCI","count":43},{"subject":"FRENCH","count":63},{"subject":"GEN&WS","count":145},{"subject":"GENBUS","count":72},{"subject":"GENECSLR","count":17},{"subject":"GENETICS","count":60},{"subject":"GEOG","count":113},{"subject":"GEOSCI","count":83},{"subject":"GERMAN","count":82},{"subject":"GLE","count":48},{"subject":"GNS","count":38},{"subject":"GREEK","count":27},{"subject":"HDFS","count":41},{"subject":"HEBR-BIB","count":13},{"subject":"HEBR-MOD","count":10},{"subject":"HISTORY","count":233},{"subject":"HISTSCI","count":56},{"subject":"HONCOL","count":13},{"subject":"ILS","count":43},{"subject":"INFOSYS","count":9},{"subject":"INTEGART","count":7},{"subject":"INTEGSCI","count":22},{"subject":"INTER-AG","count":18},{"subject":"INTER-HE","count":11},{"subject":"INTER-LS","count":22},{"subject":"INTEREGR","count":16},{"subject":"INTLBUS","count":21},{"subject":"INTLST","count":50},{"subject":"ISYE","count":83},{"subject":"ITALIAN","count":53},{"subject":"JEWISH","count":56},{"subject":"JOURN","count":88},{"subject":"KINES","count":128},{"subject":"LACIS","count":26},{"subject":"LANDARC","count":61},{"subject":"LATIN","count":24},{"subject":"LAW","count":120},{"subject":"LEGALST","count":48},{"subject":"LINGUIS","count":35},{"subject":"LIS","count":89},{"subject":"LITTRANS","count":78},{"subject":"LSC","count":52},{"subject":"M&ENVTOX","count":7},{"subject":"MARKETNG","count":62},{"subject":"MATH","count":153},{"subject":"MDGENET","count":8},{"subject":"ME","count":130},{"subject":"MEDHIST","count":43},{"subject":"MEDICINE","count":60},{"subject":"MEDIEVAL","count":32},{"subject":"MEDPHYS","count":39},{"subject":"MEDSC-M","count":29},{"subject":"MEDSC-V","count":41},{"subject":"MHR","count":68},{"subject":"MICROBIO","count":45},{"subject":"MILSCI","count":16},{"subject":"MM&I","count":22},{"subject":"MOLBIOL","count":6},{"subject":"MS&E","count":59},{"subject":"MUSIC","count":165},{"subject":"MUSPERF","count":126},{"subject":"NAVSCI","count":20},{"subject":"NE","count":44},{"subject":"NEURODPT","count":11},{"subject":"NEUROL","count":7},{"subject":"NEURSURG","count":4},{"subject":"NTP","count":11},{"subject":"NURSING","count":111},{"subject":"NUTRSCI","count":65},{"subject":"OBS&GYN","count":18},{"subject":"OCCTHER","count":39},{"subject":"ONCOLOGY","count":14},{"subject":"OPHTHALM","count":5},{"subject":"OTM","count":43},{"subject":"PATH","count":34},{"subject":"PATH-BIO","count":29},{"subject":"PEDIAT","count":26},{"subject":"PHARMACY","count":31},{"subject":"PHILOS","count":77},{"subject":"PHMCOL-M","count":11},{"subject":"PHMPRAC","count":45},{"subject":"PHMSCI","count":60},{"subject":"PHYASST","count":37},{"subject":"PHYSICS","count":88},{"subject":"PHYSIOL","count":3},{"subject":"PHYTHER","count":37},{"subject":"PLANTSCI","count":52},{"subject":"PLPATH","count":35},{"subject":"POLISCI","count":192},{"subject":"POPHLTH","count":58},{"subject":"PORTUG","count":33},{"subject":"PSYCH","count":101},{"subject":"PSYCHIAT","count":22},{"subject":"PUBAFFR","count":54},{"subject":"PUBLHLTH","count":23},{"subject":"RADIOL","count":11},{"subject":"REALEST","count":41},{"subject":"RELIGST","count":90},{"subject":"RHABMED","count":9},{"subject":"RMI","count":24},{"subject":"RP&SE","count":102},{"subject":"S&APHM","count":17},{"subject":"SCANDST","count":73},{"subject":"SLAVIC","count":89},{"subject":"SOC","count":149},{"subject":"SOCWORK","count":87},{"subject":"SOILSCI","count":46},{"subject":"SPANISH","count":83},{"subject":"SRMED","count":21},{"subject":"STAT","count":94},{"subject":"STDYABRD","count":52},{"subject":"STS","count":8},{"subject":"SURGERY","count":25},{"subject":"SURGSCI","count":33},{"subject":"THEATRE","count":91},{"subject":"URBRPL","count":60},{"subject":"UROLOGY","count":5},{"subject":"ZOOLOGY","count":89}],"deployed_at":null,"site_commit":null},"data":{"course":{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","record_version_id":"0a8dda40327ffa197077bc2efff19db85978e4bce4e656e03b5b9445a45f77e5","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","catalog_version_id":"c697d43ec998b6ffbfb271df56fb4cbe13badc6d4d0c0d21c778f9477fe2820b","course_number":828,"subjects":["MATH"],"title":"ADVANCED TOPICS IN HARMONIC ANALYSIS","description":"Continuation ofMATH 827. Advanced topics in harmonic analysis.","requirements_text":"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program","credits_min":null,"credits_max":null,"credit_offering_ids":[],"llm_job_id":"enrich-8b774950c2b6adfdc46d1b82","llm_output_id":"7f6aeae43e1302727f5e8ab248834d11ec51b301ab2d77e9a86dff27af1161fb","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"MATH 828 covers advanced topics in harmonic analysis, continuing from MATH 827.","llm_topics":["Harmonic analysis"],"llm_skills":[],"llm_assumed_background":["Foundations in Fourier analysis, singular integrals, and trigonometric series."],"llm_search_phrases":["harmonic analysis advanced topics","Fourier analysis graduate course","singular integrals harmonic analysis"],"llm_requirements_status":"needs_review","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"a56d298e722d93c43df05198a7c887bb2bed98853697d0fcce15f145c45d4a7f","course_id":"MATH 828","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02","quick_take":[{"citations":[{"course_id":"MATH 828","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"abe50dad-5c58-3ba9-b147-2ba59d018580","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1234","type":"grade"},{"course_id":"MATH 828","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"abe50dad-5c58-3ba9-b147-2ba59d018580","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1244","type":"grade"},{"course_id":"MATH 828","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"abe50dad-5c58-3ba9-b147-2ba59d018580","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1254","type":"grade"}],"text":"Recent recorded grades — Spring 2023: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=26 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=16 letter grades)."}],"student_experience":[],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":[],"condition":"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program","course":null,"evidence":"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program","id":"root","kind":"condition"}],"notes":["No specific course prerequisites listed in source; only standing/program condition."],"root":"root","status":"parsed"},"instructors":[],"offerings":[],"sections":[],"grade_instructors":[{"instructor_uid":"instructor_7a8fcd1dc53300aa83aa6f2b","source":"madgrades","source_instructor_id":"2600471","identity_basis":"source_id","identity_status":"source_identified","name":"ANDREAS SEEGER","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":82,"quality":2.72,"difficulty":4.22,"quality_count":82,"difficulty_count":82,"profile_id":"rmp:394755","source_url":"https://www.ratemyprofessors.com/professor/394755","match_basis":"exact_name","observed_at":"2026-09-07 16:55:35.597114+00:00","courses":{"course_0dd25611eebe714d971b7bfb":{"review_count":15,"quality":2.73,"difficulty":4.4,"quality_count":15,"difficulty_count":15},"course_4aa5bbed0c86993f5f0dc832":{"review_count":3,"quality":4,"difficulty":4,"quality_count":3,"difficulty_count":3},"course_bac5b63415c0e4cd6d5c3848":{"review_count":3,"quality":3.33,"difficulty":4.67,"quality_count":3,"difficulty_count":3},"course_1f8e8903c7761a5fe852a4bc":{"review_count":1,"quality":5,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_cc1de60e9953cdd9c469e9a5":{"review_count":19,"quality":2.58,"difficulty":3.95,"quality_count":19,"difficulty_count":19},"course_6bc496e4640fd08f71e1b041":{"review_count":8,"quality":2,"difficulty":4.88,"quality_count":8,"difficulty_count":8},"course_8634dde81cc95f6c58014087":{"review_count":18,"quality":2.22,"difficulty":4.17,"quality_count":18,"difficulty_count":18},"course_364c50303ed83d1234b4ea51":{"review_count":2,"quality":5,"difficulty":4,"quality_count":2,"difficulty_count":2},"course_eec4aae06b946a73f1878be4":{"review_count":1,"quality":2,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":2.9042521144209013,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.283,"graded":1313,"counts":[588,178,280,96,107,42,22],"sections":74},"instructor_url":"/instructors/ANDREAS_SEEGER--instructor_7a8fcd1dc53300aa83aa6f2b"},{"instructor_uid":"instructor_7aadb2ffbe71ace8f656f8f6","source":"madgrades","source_instructor_id":"3573775","identity_basis":"source_id","identity_status":"source_identified","name":"ALEXANDER KISELEV","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":44,"quality":3.98,"difficulty":3.59,"quality_count":44,"difficulty_count":44,"profile_id":"rmp:890956","source_url":"https://www.ratemyprofessors.com/professor/890956","match_basis":"exact_name","observed_at":"2026-09-07 16:56:57.594978+00:00","courses":{"course_cc1de60e9953cdd9c469e9a5":{"review_count":24,"quality":4.17,"difficulty":3.29,"quality_count":24,"difficulty_count":24},"course_dcdb624e3fb8cbaf9a557ab9":{"review_count":2,"quality":2.5,"difficulty":4.5,"quality_count":2,"difficulty_count":2},"course_364c50303ed83d1234b4ea51":{"review_count":2,"quality":5,"difficulty":3.5,"quality_count":2,"difficulty_count":2}},"bayesian_quality":3.879901807358311,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":2.718,"graded":1194,"counts":[303,74,300,68,313,78,58],"sections":21},"instructor_url":"/instructors/ALEXANDER_KISELEV--instructor_7aadb2ffbe71ace8f656f8f6"},{"instructor_uid":"instructor_6713a085666d3a58ddb10aba","source":"madgrades","source_instructor_id":"2601051","identity_basis":"source_id","identity_status":"source_identified","name":"STEPHEN WAINGER","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":74,"quality":2.53,"difficulty":2.35,"quality_count":74,"difficulty_count":74,"profile_id":"rmp:167023","source_url":"https://www.ratemyprofessors.com/professor/167023","match_basis":"exact_name","observed_at":"2026-09-07 16:04:44.099891+00:00","courses":{"course_9b0dc1865ea603eb0083bc33":{"review_count":8,"quality":2.5,"difficulty":2.5,"quality_count":8,"difficulty_count":8},"course_dcdb624e3fb8cbaf9a557ab9":{"review_count":3,"quality":2,"difficulty":3.33,"quality_count":3,"difficulty_count":3},"course_364c50303ed83d1234b4ea51":{"review_count":2,"quality":3,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_7e12e6bf6be7a81f7ca74420":{"review_count":1,"quality":1,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":2.7703586773503392,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.168,"graded":977,"counts":[387,160,183,72,101,56,18],"sections":13},"instructor_url":"/instructors/STEPHEN_WAINGER--instructor_6713a085666d3a58ddb10aba"},{"instructor_uid":"instructor_90a7724b3066e84aa7c1838f","source":"madgrades","source_instructor_id":"4162943","identity_basis":"source_id","identity_status":"source_identified","name":"FEDOR NAZAROV","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":17,"quality":2,"difficulty":4,"quality_count":17,"difficulty_count":17,"profile_id":"rmp:1365279","source_url":"https://www.ratemyprofessors.com/professor/1365279","match_basis":"exact_name","observed_at":"2026-09-07 16:39:19.828233+00:00","courses":{"course_8634dde81cc95f6c58014087":{"review_count":5,"quality":1.4,"difficulty":4.2,"quality_count":5,"difficulty_count":5},"course_6bc496e4640fd08f71e1b041":{"review_count":6,"quality":2,"difficulty":4.33,"quality_count":6,"difficulty_count":6},"course_7e12e6bf6be7a81f7ca74420":{"review_count":2,"quality":1.5,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_cc1de60e9953cdd9c469e9a5":{"review_count":1,"quality":1,"difficulty":4,"quality_count":1,"difficulty_count":1},"course_bac5b63415c0e4cd6d5c3848":{"review_count":1,"quality":5,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":2.897127450565727,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":2.855,"graded":479,"counts":[116,90,98,65,55,22,33],"sections":15},"instructor_url":"/instructors/FEDOR_NAZAROV--instructor_90a7724b3066e84aa7c1838f"},{"instructor_uid":"instructor_c0289d403f78c76ec800e7ea","source":"madgrades","source_instructor_id":"3619363","identity_basis":"source_id","identity_status":"source_identified","name":"BRIAN STREET","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":112,"quality":4.13,"difficulty":3.21,"quality_count":112,"difficulty_count":112,"profile_id":"rmp:1574143","source_url":"https://www.ratemyprofessors.com/professor/1574143","match_basis":"exact_name","observed_at":"2026-09-07 16:51:04.942102+00:00","courses":{"course_8634dde81cc95f6c58014087":{"review_count":43,"quality":3.98,"difficulty":3.51,"quality_count":43,"difficulty_count":43},"course_cc1de60e9953cdd9c469e9a5":{"review_count":50,"quality":4.36,"difficulty":3.02,"quality_count":50,"difficulty_count":50},"course_be7b0773bc9d040384a6a3ce":{"review_count":2,"quality":4.5,"difficulty":4,"quality_count":2,"difficulty_count":2},"course_bac5b63415c0e4cd6d5c3848":{"review_count":1,"quality":3,"difficulty":3,"quality_count":1,"difficulty_count":1}},"bayesian_quality":4.058740270234333,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.255,"graded":3556,"counts":[1730,355,688,206,333,169,75],"sections":45},"instructor_url":"/instructors/BRIAN_STREET--instructor_c0289d403f78c76ec800e7ea"},{"instructor_uid":"instructor_e930b3f6ec9d1140d6f286c3","source":"madgrades","source_instructor_id":"3856847","identity_basis":"source_id","identity_status":"source_identified","name":"SERGUEI DENISSOV","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":78,"quality":2.92,"difficulty":3.53,"quality_count":78,"difficulty_count":78,"profile_id":"rmp:607852","source_url":"https://www.ratemyprofessors.com/professor/607852","match_basis":"exact_name","observed_at":"2026-09-07 16:06:22.769845+00:00","courses":{"course_364c50303ed83d1234b4ea51":{"review_count":3,"quality":2.67,"difficulty":4.33,"quality_count":3,"difficulty_count":3},"course_fa53f4954bab469b5d4c4fe3":{"review_count":5,"quality":3.4,"difficulty":3.4,"quality_count":5,"difficulty_count":5},"course_5d98ff5f6adce2207e394dc6":{"review_count":2,"quality":1.5,"difficulty":5,"quality_count":2,"difficulty_count":2},"course_8634dde81cc95f6c58014087":{"review_count":11,"quality":2.45,"difficulty":4.27,"quality_count":11,"difficulty_count":11},"course_1351409acfb0d317ef52fedf":{"review_count":1,"quality":3,"difficulty":4,"quality_count":1,"difficulty_count":1},"course_d5519f57ac7e657b6d2a0c6e":{"review_count":1,"quality":5,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_6bc496e4640fd08f71e1b041":{"review_count":19,"quality":3.21,"difficulty":2.68,"quality_count":19,"difficulty_count":19},"course_cc1de60e9953cdd9c469e9a5":{"review_count":8,"quality":2.75,"difficulty":3.88,"quality_count":8,"difficulty_count":8},"course_6a5fd6b22fd05d58426ea680":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1},"course_9a1a7bf1933981bcbaca47ac":{"review_count":3,"quality":2,"difficulty":3,"quality_count":3,"difficulty_count":3},"course_9b0dc1865ea603eb0083bc33":{"review_count":3,"quality":3.33,"difficulty":3,"quality_count":3,"difficulty_count":3},"course_7e12e6bf6be7a81f7ca74420":{"review_count":1,"quality":4,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.070956282356448,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.029,"graded":2232,"counts":[538,326,698,323,259,49,39],"sections":54},"instructor_url":"/instructors/SERGUEI_DENISSOV--instructor_e930b3f6ec9d1140d6f286c3"},{"instructor_uid":"instructor_c71686b20443ece4d26594c5","source":"madgrades","source_instructor_id":"6179547","identity_basis":"source_id","identity_status":"source_identified","name":"SHAOMING GUO","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":17,"quality":1.88,"difficulty":3.71,"quality_count":17,"difficulty_count":17,"profile_id":"rmp:2531248","source_url":"https://www.ratemyprofessors.com/professor/2531248","match_basis":"exact_name","observed_at":"2026-09-07 16:06:05.646704+00:00","courses":{"course_dcdb624e3fb8cbaf9a557ab9":{"review_count":8,"quality":1.88,"difficulty":4,"quality_count":8,"difficulty_count":8},"course_8634dde81cc95f6c58014087":{"review_count":9,"quality":1.89,"difficulty":3.44,"quality_count":9,"difficulty_count":9}},"bayesian_quality":2.841992315430592,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.649,"graded":340,"counts":[247,34,21,13,16,6,3],"sections":17},"instructor_url":"/instructors/SHAOMING_GUO--instructor_c71686b20443ece4d26594c5"},{"instructor_uid":"instructor_c7bf8814d65e8fcb745e210e","source":"madgrades","source_instructor_id":"6184100","identity_basis":"source_id","identity_status":"source_identified","name":"RUIXIANG 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":3.57,"graded":122,"counts":[66,25,21,6,3,0,1],"sections":6},"instructor_url":"/instructors/RUIXIANG_ZHANG"},{"instructor_uid":"instructor_f3eee5c71b9825c49d9eb0c0","source":"madgrades","source_instructor_id":"3631895","identity_basis":"source_id","identity_status":"source_identified","name":"LINDSAY STOVALL","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":3.296,"graded":1555,"counts":[763,129,338,78,181,51,15],"sections":55},"instructor_url":"/instructors/LINDSAY_STOVALL--instructor_f3eee5c71b9825c49d9eb0c0"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1074","term_name":"Spring 2007","instructors":["Andreas Seeger"],"a":6,"ab":0,"b":0,"bc":0,"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":0,"total":6,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1084","term_name":"Spring 2008","instructors":["ALEXANDER KISELEV"],"a":12,"ab":0,"b":0,"bc":0,"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":0,"total":12,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1094","term_name":"Spring 2009","instructors":["STEPHEN WAINGER"],"a":14,"ab":0,"b":0,"bc":0,"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":0,"total":14,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1114","term_name":"Spring 2011","instructors":["FEDOR NAZAROV"],"a":0,"ab":0,"b":0,"bc":0,"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":0,"total":0,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1124","term_name":"Spring 2012","instructors":["Brian Street"],"a":11,"ab":0,"b":0,"bc":0,"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":0,"total":11,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1134","term_name":"Spring 2013","instructors":["Andreas Seeger"],"a":11,"ab":0,"b":1,"bc":0,"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":0,"total":12,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1144","term_name":"Spring 2014","instructors":["Andreas Seeger"],"a":17,"ab":0,"b":0,"bc":0,"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":0,"total":17,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1154","term_name":"Spring 2015","instructors":["SERGUEI DENISSOV"],"a":12,"ab":2,"b":0,"bc":0,"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":0,"total":14,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1174","term_name":"Spring 2017","instructors":["SERGUEI DENISSOV"],"a":18,"ab":0,"b":0,"bc":0,"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":0,"total":18,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1184","term_name":"Spring 2018","instructors":["SERGUEI DENISSOV"],"a":12,"ab":0,"b":0,"bc":0,"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":0,"total":12,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1194","term_name":"Spring 2019","instructors":["SHAOMING GUO"],"a":11,"ab":0,"b":0,"bc":0,"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":0,"total":11,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1204","term_name":"Spring 2020","instructors":["RUIXIANG ZHANG"],"a":15,"ab":0,"b":0,"bc":0,"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":0,"total":15,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1224","term_name":"Spring 2022","instructors":["Brian Street"],"a":12,"ab":0,"b":0,"bc":0,"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":0,"total":12,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1234","term_name":"Spring 2023","instructors":["LINDSAY STOVALL"],"a":17,"ab":0,"b":0,"bc":0,"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":0,"total":17,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1244","term_name":"Spring 2024","instructors":["SHAOMING GUO"],"a":26,"ab":0,"b":0,"bc":0,"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":0,"total":26,"source_aliases":["MATH 828"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 828","course_uid":"course_7c8782b8ac1a91fb6238915a","term_id":"1254","term_name":"Spring 2025","instructors":["SERGUEI DENISSOV"],"a":16,"ab":0,"b":0,"bc":0,"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":0,"total":16,"source_aliases":["MATH 828"]}],"statistics":{"gpa":3.991,"graded":213,"counts":[210,2,1,0,0,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_7c8782b8ac1a91fb6238915a-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_7c8782b8ac1a91fb6238915a-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_7c8782b8ac1a91fb6238915a-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.9906103286384975,"count":213,"university":{"size":4010,"gpaPercentile":94,"countPercentile":59,"medianCount":157,"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":12,"current":false},{"range":"2.8–3.2","count":312,"current":false},{"range":"3.2–3.6","count":1183,"current":false},{"range":"3.6–4.0","count":2503,"current":true}]},"departments":[{"subject":"MATH","comparison":{"size":99,"gpaPercentile":90,"countPercentile":50,"medianCount":213,"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":6,"current":false},{"range":"2.8–3.2","count":25,"current":false},{"range":"3.2–3.6","count":22,"current":false},{"range":"3.6–4.0","count":46,"current":true}]}}]},"terms":{"1074":{"term":"1074","gpa":4,"count":6,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1084":{"term":"1084","gpa":4,"count":12,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1094":{"term":"1094","gpa":4,"count":14,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1114":null,"1124":{"term":"1124","gpa":4,"count":11,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1134":{"term":"1134","gpa":3.9166666666666665,"count":12,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1144":{"term":"1144","gpa":4,"count":17,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1154":{"term":"1154","gpa":3.9285714285714284,"count":14,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1174":{"term":"1174","gpa":4,"count":18,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1184":{"term":"1184","gpa":4,"count":12,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1194":{"term":"1194","gpa":4,"count":11,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1204":{"term":"1204","gpa":4,"count":15,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1224":{"term":"1224","gpa":4,"count":12,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1234":{"term":"1234","gpa":4,"count":17,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1244":{"term":"1244","gpa":4,"count":26,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1254":{"term":"1254","gpa":4,"count":16,"university":null,"departments":[{"subject":"MATH","comparison":null}]}},"benchmarks":{"all":{"school":{"size":4010,"gpa":3.652645791984598,"topShare":81.48358381080857,"count":157},"MATH":{"size":99,"gpa":3.4832656028910836,"topShare":71.80898480932984,"count":213}},"terms":{"1074":{"school":{"size":695,"gpa":3.3616924722887376,"topShare":63.22509110105764,"count":69},"MATH":{"size":17,"gpa":2.821339129045922,"topShare":38.66654769268061,"count":133}},"1084":{"school":{"size":720,"gpa":3.3670742938849725,"topShare":63.42064564712246,"count":70},"MATH":{"size":22,"gpa":2.977459424628873,"topShare":44.52710820759676,"count":88.5}},"1094":{"school":{"size":758,"gpa":3.3891454428111527,"topShare":64.36369814389255,"count":71},"MATH":{"size":19,"gpa":2.861322177541941,"topShare":40.26350030907326,"count":108}},"1114":{"school":{"size":804,"gpa":3.3696004653806844,"topShare":64.0389334741844,"count":68},"MATH":{"size":26,"gpa":2.9090822348911582,"topShare":41.14706210117883,"count":83.5}},"1124":{"school":{"size":821,"gpa":3.406589342026613,"topShare":66.35774230127205,"count":67},"MATH":{"size":28,"gpa":2.9109864595893504,"topShare":42.40580272314707,"count":75}},"1134":{"school":{"size":852,"gpa":3.4138934207568203,"topShare":66.35946578182744,"count":66},"MATH":{"size":26,"gpa":2.938004331770204,"topShare":42.318323348030226,"count":83.5}},"1144":{"school":{"size":878,"gpa":3.4092443327803017,"topShare":65.95978235963416,"count":64},"MATH":{"size":30,"gpa":2.926152797086596,"topShare":42.17363619414386,"count":79}},"1154":{"school":{"size":935,"gpa":3.4282378385810093,"topShare":67.66674668721691,"count":63},"MATH":{"size":33,"gpa":2.9834698949629033,"topShare":46.71989715257013,"count":69}},"1174":{"school":{"size":955,"gpa":3.4597947384071412,"topShare":69.5290038366363,"count":69},"MATH":{"size":32,"gpa":2.992971960864239,"topShare":44.393513280464695,"count":89}},"1184":{"school":{"size":1010,"gpa":3.47925290354517,"topShare":70.86270937115944,"count":68},"MATH":{"size":36,"gpa":3.0650838986714333,"topShare":47.42689290604571,"count":83.5}},"1194":{"school":{"size":1040,"gpa":3.4906527436719808,"topShare":71.74728845515045,"count":67},"MATH":{"size":38,"gpa":3.133406260873163,"topShare":53.17595010634325,"count":71.5}},"1204":{"school":{"size":1012,"gpa":3.703747431523761,"topShare":84.59811226304916,"count":65.5},"MATH":{"size":29,"gpa":3.478717830475146,"topShare":69.61236805388549,"count":83}},"1224":{"school":{"size":1171,"gpa":3.5627882428500937,"topShare":76.37271640560496,"count":64},"MATH":{"size":34,"gpa":3.1555898753466907,"topShare":53.444319815085976,"count":87.5}},"1234":{"school":{"size":1188,"gpa":3.5799441677552393,"topShare":77.18256448537606,"count":65},"MATH":{"size":41,"gpa":3.178489266862151,"topShare":56.06874885619616,"count":67}},"1244":{"school":{"size":1241,"gpa":3.5975573126929192,"topShare":78.29036874847135,"count":65},"MATH":{"size":43,"gpa":3.228240949537157,"topShare":55.86451059486035,"count":68}},"1254":{"school":{"size":1289,"gpa":3.6126423469389106,"topShare":79.48050408754871,"count":66},"MATH":{"size":39,"gpa":3.180435541912479,"topShare":53.878371816747475,"count":89}}}}},"instructorTrends":[{"uid":"instructor_e930b3f6ec9d1140d6f286c3","name":"SERGUEI DENISSOV","count":60,"terms":[{"term":"1154","count":14,"sections":1,"gpa":3.9285714285714284},{"term":"1174","count":18,"sections":1,"gpa":4},{"term":"1184","count":12,"sections":1,"gpa":4},{"term":"1254","count":16,"sections":1,"gpa":4}]},{"uid":"instructor_c71686b20443ece4d26594c5","name":"SHAOMING GUO","count":37,"terms":[{"term":"1194","count":11,"sections":1,"gpa":4},{"term":"1244","count":26,"sections":1,"gpa":4}]},{"uid":"instructor_7a8fcd1dc53300aa83aa6f2b","name":"ANDREAS SEEGER","count":35,"terms":[{"term":"1074","count":6,"sections":1,"gpa":4},{"term":"1134","count":12,"sections":1,"gpa":3.9166666666666665},{"term":"1144","count":17,"sections":1,"gpa":4}]},{"uid":"instructor_c0289d403f78c76ec800e7ea","name":"BRIAN STREET","count":23,"terms":[{"term":"1124","count":11,"sections":1,"gpa":4},{"term":"1224","count":12,"sections":1,"gpa":4}]},{"uid":"instructor_f3eee5c71b9825c49d9eb0c0","name":"LINDSAY STOVALL","count":17,"terms":[{"term":"1234","count":17,"sections":1,"gpa":4}]},{"uid":"instructor_c7bf8814d65e8fcb745e210e","name":"RUIXIANG ZHANG","count":15,"terms":[{"term":"1204","count":15,"sections":1,"gpa":4}]},{"uid":"instructor_6713a085666d3a58ddb10aba","name":"STEPHEN WAINGER","count":14,"terms":[{"term":"1094","count":14,"sections":1,"gpa":4}]},{"uid":"instructor_7aadb2ffbe71ace8f656f8f6","name":"ALEXANDER KISELEV","count":12,"terms":[{"term":"1084","count":12,"sections":1,"gpa":4}]}],"following":[],"projection":null}}