{"schema_version":1,"url":"https://uwcourses.com/courses/COMPSCI_220","title":"COMPSCI 220: Data Science Programming I | UW–Madison","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":"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},"data":{"course":{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","record_version_id":"68616157648afad5d808cafd54c58248d9ab2ea7253aac84c662ba3a7b49e041","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","catalog_version_id":"bc71c606e19858bb89b6131da56e089d45a2e1176d5a101cf6b84358600c15f0","course_number":220,"subjects":["COMPSCI"],"title":"DATA SCIENCE PROGRAMMING I","description":"Introduction to Data Science programming using Python.  No previous programming experience required.  Emphasis on analyzing real datasets in a variety of forms and visual communication.","requirements_text":"Satisfied Quantitative Reasoning (QR) A or declared in the Professional Capstone Program in Computer Sciences. Not open to students with credit for COMP SCI 301.","credits_min":4,"credits_max":4,"credit_offering_ids":["1272:266:025498"],"llm_job_id":"enrich-f516c4d3e82cfe326b4f5f54","llm_output_id":"0d2001e434bcf880b3c929f18247c233eeb9bc6c08ae4abedbc026f7b01362d3","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"COMPSCI 220 introduces data science programming with Python, focusing on analyzing real datasets and visual communication, with no prior experience required.","llm_topics":["Data Science programming","Python","Real dataset analysis","Visual communication"],"llm_skills":["Data Science programming using Python","Analyzing real datasets","Visual communication"],"llm_assumed_background":[],"llm_search_phrases":["data science programming python","COMPSCI 220 data analysis","introductory data science course"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"valid","catalog_variants":[],"student_summary":{"context_hash":"e45764f959a733d6cdad974b1cb30505683a0cd8aa694b5d1de4782eacecaae1","course_id":"COMPSCI 220","current_instructors":[{"instructor_uid":"instructor_841d653f575490f61a7aec9b","message":"No course-specific reviews available","name":"Blerina Gkotse","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3030661","summary":[]},{"instructor_uid":"instructor_97805752d14314b7d669169c","message":null,"name":"Michael Doescher","review_status":"supported","rmp_instructor_id":"rmp:2593156","summary":[{"citations":[{"instructor_name":"Michael Doescher","review_date":"2020-09-22 07:15:03 +0000 UTC","review_id":"e1f0b8f66e2955419d2b9395","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTMzNjU2Mjk4","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2022-11-03 00:36:44 +0000 UTC","review_id":"2d85c9ed46d8a1e88f17db9a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM2NzcwNzE4","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2023-07-31 23:27:01 +0000 UTC","review_id":"7764958437778079980bf754","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM4MTM0OTY1","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2025-04-07 15:41:54 +0000 UTC","review_id":"2e914d0dd4eb1cae88208167","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQwODg0MDk5","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"}],"text":"Michael Doescher is described as caring, knowledgeable, and accommodating, with clear lectures that help beginners understand material. Reviewers appreciate his transparency and desire for student success, noting that his teaching style supports those with little prior coding experience."},{"citations":[{"instructor_name":"Michael Doescher","review_date":"2023-12-14 19:56:02 +0000 UTC","review_id":"4dbda5b436bfc45a82be2acc","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM4Njc0ODg2","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2024-04-29 16:28:59 +0000 UTC","review_id":"7516fc3a3566bbc85dafed0a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM5Mjk5MTA2","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2025-12-22 16:20:13 +0000 UTC","review_id":"45fca43681593129e35bca7c","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQyMzc1MjAx","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"}],"text":"Some students criticize his live coding sessions as inefficient and note that lectures can move too fast for note-taking. Others find his humor inappropriate or distracting, and one reviewer compares the current class's organization favorably to previous courses they took."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"}],"text":"Recent recorded grades — Spring 2025: 3.27 GPA, 57.4% A/AB (n=749 letter grades); Fall 2025: 3.36 GPA, 63.0% A/AB (n=915 letter grades); Spring 2026: 3.43 GPA, 70.5% A/AB (n=755 letter grades). Includes jointly taught sections."}]}],"difficulty_workload":[{"citations":[{"instructor_name":"Michael Doescher","review_date":"2022-11-03 00:36:44 +0000 UTC","review_id":"2d85c9ed46d8a1e88f17db9a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM2NzcwNzE4","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2024-11-21 23:27:31 +0000 UTC","review_id":"af7e5745bbeb28b6c38f4174","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQwMDA4NzQw","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2025-04-07 15:41:54 +0000 UTC","review_id":"2e914d0dd4eb1cae88208167","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQwODg0MDk5","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"}],"text":"Weekly projects constitute nearly half the grade and require significant time investment, while exams are multiple-choice and carry less weight."}],"errors":[],"historical_context":[{"citations":[{"instructor_name":"Meenakshi Syamkumar","review_date":"2020-05-13 22:25:27 +0000 UTC","review_id":"ed470e73e4efe350b4419e58","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2274671","source_review_id":"UmF0aW5nLTMzMjg4NTM5","source_url":"https://www.ratemyprofessors.com/professor/2274671","type":"review"},{"instructor_name":"Meenakshi Syamkumar","review_date":"2024-01-27 05:09:14 +0000 UTC","review_id":"6c8e35a68904e51f538b0e2c","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2274671","source_review_id":"UmF0aW5nLTM4OTI5NDc2","source_url":"https://www.ratemyprofessors.com/professor/2274671","type":"review"}],"text":"Historical reviews of Meenakshi Syamkumar: Meenakshi Syamkumar is criticized for moving too fast in lectures and having harsh grading standards, with one student noting a 94.6% resulted in a B- grade. Another review advises avoiding her class if you expect meaningful instructor responses or clear content delivery."}],"message":null,"offered":true,"profile_hash":"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1","quick_take":[{"citations":[{"instructor_name":"Michael Doescher","review_date":"2020-09-22 07:15:03 +0000 UTC","review_id":"e1f0b8f66e2955419d2b9395","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTMzNjU2Mjk4","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2022-11-03 00:36:44 +0000 UTC","review_id":"2d85c9ed46d8a1e88f17db9a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM2NzcwNzE4","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2025-04-07 15:41:54 +0000 UTC","review_id":"2e914d0dd4eb1cae88208167","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQwODg0MDk5","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"}],"text":"Michael Doescher teaches a project-heavy course that reviewers find thorough and helpful for learning, though the class is considered difficult for beginners with no prior coding experience."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1264","type":"grade"}],"text":"Recent recorded grades — Spring 2025: 3.27 GPA, 57.4% A/AB (n=749 letter grades); Fall 2025: 3.36 GPA, 63.0% A/AB (n=915 letter grades); Spring 2026: 3.43 GPA, 70.5% A/AB (n=755 letter grades)."}],"student_experience":[{"citations":[{"instructor_name":"Michael Doescher","review_date":"2023-12-14 19:56:02 +0000 UTC","review_id":"4dbda5b436bfc45a82be2acc","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTM4Njc0ODg2","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"},{"instructor_name":"Michael Doescher","review_date":"2025-12-22 16:20:13 +0000 UTC","review_id":"45fca43681593129e35bca7c","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2593156","source_review_id":"UmF0aW5nLTQyMzc1MjAx","source_url":"https://www.ratemyprofessors.com/professor/2593156","type":"review"}],"text":"Students report mixed experiences with lectures, citing either ineffective live coding sessions or fast pacing that makes note-taking difficult, alongside complaints about inappropriate jokes."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1224","type":"grade"}],"text":"ANDREW KUEMMEL is recorded teaching in Fall 2021, Spring 2022. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":6,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":5,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"}],"text":"GURMAIL SINGH is recorded teaching in Fall 2022, Spring 2023, Fall 2023. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"}],"text":"LOUIS OLIPHANT is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1204","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1204","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1212","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1212","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":5,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1224","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1224","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"}],"text":"MEENAKSHI SYAMKUMAR is recorded teaching in Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1204","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1212","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":5,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":5,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1244","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":3,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"},{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":4,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1264","type":"grade"}],"text":"MICHAEL DOESCHER is recorded teaching in Spring 2020, Fall 2020, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 220","run_id":"20260907T155543-ce3781c4","section_number":5,"source_course_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","source_record":{"entity_id":"7ea3c96f-5246-39ac-9c22-eff420630de2","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"}],"text":"PEYMAN MORTEZA is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule."}],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":["n1","n2","n3"],"condition":null,"course":null,"evidence":"Satisfied Quantitative Reasoning (QR) A or declared in the Professional Capstone Program in Computer Sciences. Not open to students with credit for COMP SCI 301.","id":"n0","kind":"all"},{"children":[],"condition":"Satisfied Quantitative Reasoning (QR) A","course":null,"evidence":"Satisfied Quantitative Reasoning (QR) A","id":"n1","kind":"condition"},{"children":[],"condition":"declared in the Professional Capstone Program in Computer Sciences","course":null,"evidence":"declared in the Professional Capstone Program in Computer Sciences","id":"n2","kind":"condition"},{"children":["n4"],"condition":null,"course":null,"evidence":"Not open to students with credit for COMP SCI 301.","id":"n3","kind":"not"},{"children":[],"condition":"credit for COMP SCI 301","course":null,"evidence":"credit for COMP SCI 301","id":"n4","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"},"instructors":[{"instructor_uid":"instructor_841d653f575490f61a7aec9b","source":"enrollment","source_instructor_id":"gkotse","identity_basis":"netid","identity_status":"source_identified","name":"Blerina Gkotse","email":"GKOTSE@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":23,"quality":3.74,"difficulty":2.35,"quality_count":23,"difficulty_count":23,"profile_id":"rmp:3030661","source_url":"https://www.ratemyprofessors.com/professor/3030661","match_basis":"exact_name","observed_at":"2026-09-07 16:51:42.004108+00:00","courses":{"course_e0f984e8747ee9ccaba16d75":{"review_count":11,"quality":2.91,"difficulty":2.18,"quality_count":11,"difficulty_count":11},"course_28c3390ba944d49fd17f7c72":{"review_count":12,"quality":4.5,"difficulty":2.5,"quality_count":12,"difficulty_count":12}},"bayesian_quality":3.702644550486789,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/BLERINA_GKOTSE"},{"instructor_uid":"instructor_97805752d14314b7d669169c","source":"enrollment","source_instructor_id":"mdoescher","identity_basis":"netid","identity_status":"source_identified","name":"Michael Doescher","email":"MDOESCHER@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":88,"quality":3.47,"difficulty":3.33,"quality_count":88,"difficulty_count":88,"profile_id":"rmp:2593156","source_url":"https://www.ratemyprofessors.com/professor/2593156","match_basis":"exact_name","observed_at":"2026-09-07 16:18:28.055099+00:00","courses":{"course_834bc468ca49d8090d0f211f":{"review_count":48,"quality":4.17,"difficulty":3.04,"quality_count":48,"difficulty_count":48},"course_6e524f2d6f14b4e14c7ac770":{"review_count":39,"quality":2.56,"difficulty":3.72,"quality_count":39,"difficulty_count":39},"course_37a551eb9007bebe6a41c6b3":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.505126996953073,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MICHAEL_DOESCHER"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:266:025498","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1272","source_course_id":"025498","source_subject_id":"266","title":"Data Science Programming I","credits_min":4,"credits_max":4,"typically_offered":"Not Applicable"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:21141","term_id":"1272","source_section_id":"21141","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":301,"enrolled":299,"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:1272:21142","term_id":"1272","source_section_id":"21142","identity_basis":"class_number","section_number":"002","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":200,"enrolled":199,"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:1272:21143","term_id":"1272","source_section_id":"21143","identity_basis":"class_number","section_number":"311","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:21144","term_id":"1272","source_section_id":"21144","identity_basis":"class_number","section_number":"321","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":55,"enrolled":55,"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:1272:21145","term_id":"1272","source_section_id":"21145","identity_basis":"class_number","section_number":"003","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":203,"enrolled":201,"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:1272:21146","term_id":"1272","source_section_id":"21146","identity_basis":"class_number","section_number":"333","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":67,"enrolled":68,"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:1272:22251","term_id":"1272","source_section_id":"22251","identity_basis":"class_number","section_number":"004","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":302,"enrolled":300,"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:1272:22252","term_id":"1272","source_section_id":"22252","identity_basis":"class_number","section_number":"341","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:31529","term_id":"1272","source_section_id":"31529","identity_basis":"class_number","section_number":"312","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:31530","term_id":"1272","source_section_id":"31530","identity_basis":"class_number","section_number":"313","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:31531","term_id":"1272","source_section_id":"31531","identity_basis":"class_number","section_number":"314","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":74,"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:1272:31532","term_id":"1272","source_section_id":"31532","identity_basis":"class_number","section_number":"322","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":73,"enrolled":72,"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:1272:31533","term_id":"1272","source_section_id":"31533","identity_basis":"class_number","section_number":"323","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":73,"enrolled":72,"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:1272:31534","term_id":"1272","source_section_id":"31534","identity_basis":"class_number","section_number":"331","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":67,"enrolled":67,"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:1272:31535","term_id":"1272","source_section_id":"31535","identity_basis":"class_number","section_number":"332","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":67,"enrolled":66,"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:1272:31536","term_id":"1272","source_section_id":"31536","identity_basis":"class_number","section_number":"342","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:31537","term_id":"1272","source_section_id":"31537","identity_basis":"class_number","section_number":"343","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"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:1272:31538","term_id":"1272","source_section_id":"31538","identity_basis":"class_number","section_number":"344","section_type":"LAB","instruction_mode":"Classroom Instruction","capacity":75,"enrolled":75,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"}],"grade_instructors":[{"instructor_uid":"instructor_05f24db7abb304ad08bd7c75","source":"madgrades","source_instructor_id":"6216774","identity_basis":"source_id","identity_status":"source_identified","name":"SOURAV PAL","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":3.723,"graded":110,"counts":[69,27,11,2,0,1,0],"sections":2},"instructor_url":"/instructors/SOURAV_PAL"},{"instructor_uid":"instructor_122a7e74ef02066805f0b041","source":"madgrades","source_instructor_id":"5158351","identity_basis":"source_id","identity_status":"source_identified","name":"MICHAEL DOESCHER","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":88,"quality":3.47,"difficulty":3.33,"quality_count":88,"difficulty_count":88,"profile_id":"rmp:2593156","source_url":"https://www.ratemyprofessors.com/professor/2593156","match_basis":"exact_name","observed_at":"2026-09-07 16:18:28.055099+00:00","courses":{"course_834bc468ca49d8090d0f211f":{"review_count":48,"quality":4.17,"difficulty":3.04,"quality_count":48,"difficulty_count":48},"course_6e524f2d6f14b4e14c7ac770":{"review_count":39,"quality":2.56,"difficulty":3.72,"quality_count":39,"difficulty_count":39},"course_37a551eb9007bebe6a41c6b3":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.505126996953073,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.348,"graded":7490,"counts":[2424,2356,1852,398,222,136,102],"sections":73},"instructor_url":"/instructors/MICHAEL_DOESCHER--instructor_122a7e74ef02066805f0b041"},{"instructor_uid":"instructor_40345be296866fe3dcdc048a","source":"madgrades","source_instructor_id":"6219207","identity_basis":"source_id","identity_status":"source_identified","name":"ZHENMEI SHI","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":3.627,"graded":114,"counts":[59,37,12,4,0,2,0],"sections":2},"instructor_url":"/instructors/ZHENMEI_SHI"},{"instructor_uid":"instructor_45c68b85d6156a4cd2da71df","source":"madgrades","source_instructor_id":"6104697","identity_basis":"source_id","identity_status":"source_identified","name":"DEEPAN DAS","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":3.723,"graded":110,"counts":[69,27,11,2,0,1,0],"sections":2},"instructor_url":"/instructors/DEEPAN_DAS"},{"instructor_uid":"instructor_9fd5ae17aeab940db9de2ba1","source":"madgrades","source_instructor_id":"6166314","identity_basis":"source_id","identity_status":"source_identified","name":"YUCHEN ZENG","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":3.736,"graded":125,"counts":[82,32,9,0,0,0,2],"sections":2},"instructor_url":"/instructors/YUCHEN_ZENG--instructor_9fd5ae17aeab940db9de2ba1"},{"instructor_uid":"instructor_bcae3420a0314f7556916766","source":"madgrades","source_instructor_id":"6086037","identity_basis":"source_id","identity_status":"source_identified","name":"CHAO-HSIANG CHUNG","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":3.736,"graded":125,"counts":[82,32,9,0,0,0,2],"sections":2},"instructor_url":"/instructors/CHAO-HSIANG_CHUNG--instructor_bcae3420a0314f7556916766"},{"instructor_uid":"instructor_e3bd28389959ce3e3b7e1683","source":"madgrades","source_instructor_id":"5176578","identity_basis":"source_id","identity_status":"source_identified","name":"MEENAKSHI SYAMKUMAR","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":77,"quality":3.1,"difficulty":3.34,"quality_count":77,"difficulty_count":77,"profile_id":"rmp:2274671","source_url":"https://www.ratemyprofessors.com/professor/2274671","match_basis":"exact_name","observed_at":"2026-09-07 16:19:17.289299+00:00","courses":{"course_4c46b17e9b3f9a4f2ed9a0e9":{"review_count":18,"quality":2.44,"difficulty":3.56,"quality_count":18,"difficulty_count":18},"course_583cd0f265d9f29704ca13ea":{"review_count":2,"quality":5,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_834bc468ca49d8090d0f211f":{"review_count":47,"quality":2.91,"difficulty":3.36,"quality_count":47,"difficulty_count":47},"course_1dae8ec78980ea57dc44f5c9":{"review_count":1,"quality":3,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_28c3390ba944d49fd17f7c72":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.215399130628164,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.532,"graded":3256,"counts":[1638,827,508,141,71,34,37],"sections":40},"instructor_url":"/instructors/MEENAKSHI_SYAMKUMAR--instructor_e3bd28389959ce3e3b7e1683"},{"instructor_uid":"instructor_e567bcb0f9377cc9ba72c4e4","source":"madgrades","source_instructor_id":"6219085","identity_basis":"source_id","identity_status":"source_identified","name":"YELUN BAO","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":3.333,"graded":526,"counts":[182,127,142,47,12,13,3],"sections":4},"instructor_url":"/instructors/YELUN_BAO--instructor_e567bcb0f9377cc9ba72c4e4"},{"instructor_uid":"instructor_e7cc3a4e067190312c6210b5","source":"madgrades","source_instructor_id":"6215461","identity_basis":"source_id","identity_status":"source_identified","name":"ASHWIN MARAN","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":3.466,"graded":1029,"counts":[461,260,210,42,29,19,8],"sections":8},"instructor_url":"/instructors/ASHWIN_MARAN--instructor_e7cc3a4e067190312c6210b5"},{"instructor_uid":"instructor_fc50f0afdc16c910c2744d6c","source":"madgrades","source_instructor_id":"6191485","identity_basis":"source_id","identity_status":"source_identified","name":"NITHIN VENKATESH","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":3.723,"graded":110,"counts":[69,27,11,2,0,1,0],"sections":2},"instructor_url":"/instructors/NITHIN_VENKATESH--instructor_fc50f0afdc16c910c2744d6c"},{"instructor_uid":"instructor_fecc15d280daaef51849716c","source":"madgrades","source_instructor_id":"6220026","identity_basis":"source_id","identity_status":"source_identified","name":"BHAVYA GOYAL","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":3.736,"graded":125,"counts":[82,32,9,0,0,0,2],"sections":2},"instructor_url":"/instructors/BHAVYA_GOYAL--instructor_fecc15d280daaef51849716c"},{"instructor_uid":"instructor_0b933671cbe95c9e9ba88474","source":"madgrades","source_instructor_id":"4904435","identity_basis":"source_id","identity_status":"source_identified","name":"PEYMAN MORTEZA","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":4,"quality":5,"difficulty":3.25,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:2612724","source_url":"https://www.ratemyprofessors.com/professor/2612724","match_basis":"exact_name","observed_at":"2026-09-07 16:11:56.254690+00:00","courses":{"course_834bc468ca49d8090d0f211f":{"review_count":1,"quality":5,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_37a551eb9007bebe6a41c6b3":{"review_count":1,"quality":5,"difficulty":4,"quality_count":1,"difficulty_count":1},"course_1dae8ec78980ea57dc44f5c9":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1},"course_de12e29109d0c90ee086fcec":{"review_count":1,"quality":5,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.8830714862888294,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.254,"graded":678,"counts":[248,145,150,64,37,23,11],"sections":11},"instructor_url":"/instructors/PEYMAN_MORTEZA"},{"instructor_uid":"instructor_6d94e970032c92a41ffed8e9","source":"madgrades","source_instructor_id":"506546","identity_basis":"source_id","identity_status":"source_identified","name":"ANDREW KUEMMEL","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":53,"quality":3.83,"difficulty":2.57,"quality_count":53,"difficulty_count":53,"profile_id":"rmp:1780137","source_url":"https://www.ratemyprofessors.com/professor/1780137","match_basis":"exact_name","observed_at":"2026-09-07 16:55:25.683249+00:00","courses":{"course_9b1d5f832c492d1c4a3ce19c":{"review_count":16,"quality":3.06,"difficulty":2.75,"quality_count":16,"difficulty_count":16},"course_834bc468ca49d8090d0f211f":{"review_count":11,"quality":4.18,"difficulty":2.91,"quality_count":11,"difficulty_count":11},"course_225541a560a0e4df0ee57e76":{"review_count":2,"quality":5,"difficulty":1,"quality_count":2,"difficulty_count":2},"course_583cd0f265d9f29704ca13ea":{"review_count":3,"quality":3,"difficulty":1.67,"quality_count":3,"difficulty_count":3},"course_37a551eb9007bebe6a41c6b3":{"review_count":2,"quality":4.5,"difficulty":1.5,"quality_count":2,"difficulty_count":2},"course_15b3f0bfce126907b8d418aa":{"review_count":4,"quality":4.5,"difficulty":2.75,"quality_count":4,"difficulty_count":4}},"bayesian_quality":3.7833385708346836,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.596,"graded":3157,"counts":[1849,619,445,116,68,30,30],"sections":107},"instructor_url":"/instructors/ANDREW_KUEMMEL--instructor_6d94e970032c92a41ffed8e9"},{"instructor_uid":"instructor_4561aa717dd3770d5586704a","source":"madgrades","source_instructor_id":"5566474","identity_basis":"source_id","identity_status":"source_identified","name":"COLE NELSON","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":3579,"counts":[1389,1163,688,177,86,51,25],"sections":32},"instructor_url":"/instructors/COLE_NELSON--instructor_4561aa717dd3770d5586704a"},{"instructor_uid":"instructor_4fd18c1e2d3eb74f6bca507b","source":"madgrades","source_instructor_id":"6489305","identity_basis":"source_id","identity_status":"source_identified","name":"GURMAIL SINGH","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":71,"quality":2.99,"difficulty":2.85,"quality_count":71,"difficulty_count":71,"profile_id":"rmp:2831641","source_url":"https://www.ratemyprofessors.com/professor/2831641","match_basis":"exact_name","observed_at":"2026-09-07 16:37:52.682667+00:00","courses":{"course_1dae8ec78980ea57dc44f5c9":{"review_count":50,"quality":3.36,"difficulty":2.7,"quality_count":50,"difficulty_count":50},"course_834bc468ca49d8090d0f211f":{"review_count":20,"quality":2.15,"difficulty":3.2,"quality_count":20,"difficulty_count":20}},"bayesian_quality":3.1371836886915596,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.575,"graded":4089,"counts":[2275,874,651,122,73,54,40],"sections":29},"instructor_url":"/instructors/GURMAIL_SINGH--instructor_4fd18c1e2d3eb74f6bca507b"},{"instructor_uid":"instructor_0b21265e568c538aead92f63","source":"madgrades","source_instructor_id":"6249338","identity_basis":"source_id","identity_status":"source_identified","name":"ISHA PADMANABAN","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":3.291,"graded":390,"counts":[114,107,104,50,5,6,4],"sections":3},"instructor_url":"/instructors/ISHA_PADMANABAN"},{"instructor_uid":"instructor_2c57dda8637d9a4030ecae79","source":"madgrades","source_instructor_id":"6460118","identity_basis":"source_id","identity_status":"source_identified","name":"KINCANNON WILSON","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":3.288,"graded":1209,"counts":[303,392,372,78,28,24,12],"sections":11},"instructor_url":"/instructors/KINCANNON_WILSON"},{"instructor_uid":"instructor_2ebb3e2592ae4b5cfe3fed1f","source":"madgrades","source_instructor_id":"5762556","identity_basis":"source_id","identity_status":"source_identified","name":"COLE DIIANNI","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":3.501,"graded":730,"counts":[310,210,161,25,15,5,4],"sections":5},"instructor_url":"/instructors/COLE_DIIANNI"},{"instructor_uid":"instructor_32815440b5c8b4d2789921a4","source":"madgrades","source_instructor_id":"6453644","identity_basis":"source_id","identity_status":"source_identified","name":"ANIRUDH SUNDARA RAJAN","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":3.529,"graded":260,"counts":[131,55,55,8,6,4,1],"sections":4},"instructor_url":"/instructors/ANIRUDH_SUNDARA_RAJAN"},{"instructor_uid":"instructor_3e299f4ddfcd325cd75ae3f4","source":"madgrades","source_instructor_id":"6178238","identity_basis":"source_id","identity_status":"source_identified","name":"SHREY SHAH","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":3.263,"graded":194,"counts":[62,45,57,17,5,4,4],"sections":2},"instructor_url":"/instructors/SHREY_SHAH"},{"instructor_uid":"instructor_3fb812b2984965a38cd01d34","source":"madgrades","source_instructor_id":"5993603","identity_basis":"source_id","identity_status":"source_identified","name":"JUSTIN KIEFEL","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":3.506,"graded":585,"counts":[262,165,117,17,13,6,5],"sections":5},"instructor_url":"/instructors/JUSTIN_KIEFEL"},{"instructor_uid":"instructor_928cf872f7d8a423b2039a77","source":"madgrades","source_instructor_id":"6288847","identity_basis":"source_id","identity_status":"source_identified","name":"SATYA SAI SRINATH NAMBURI","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":3.378,"graded":646,"counts":[212,200,182,22,11,11,8],"sections":6},"instructor_url":"/instructors/SATYA_SAI_SRINATH_NAMBURI"},{"instructor_uid":"instructor_98309297de35125be3ba9b56","source":"madgrades","source_instructor_id":"6295958","identity_basis":"source_id","identity_status":"source_identified","name":"BRANDON TRAN","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":3.538,"graded":183,"counts":[83,54,39,3,0,2,2],"sections":2},"instructor_url":"/instructors/BRANDON_TRAN"},{"instructor_uid":"instructor_aebe53e4e3cc35e15ce3d508","source":"madgrades","source_instructor_id":"6458226","identity_basis":"source_id","identity_status":"source_identified","name":"KARTHIK SURESH","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":3.397,"graded":368,"counts":[161,73,90,17,15,8,4],"sections":3},"instructor_url":"/instructors/KARTHIK_SURESH--instructor_aebe53e4e3cc35e15ce3d508"},{"instructor_uid":"instructor_b45e8c749017ad75ab257a41","source":"madgrades","source_instructor_id":"6297090","identity_basis":"source_id","identity_status":"source_identified","name":"HAKAN DINGENC","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":3.362,"graded":218,"counts":[74,60,59,12,8,4,1],"sections":3},"instructor_url":"/instructors/HAKAN_DINGENC--instructor_b45e8c749017ad75ab257a41"},{"instructor_uid":"instructor_ba8cf0323718603b941399c5","source":"madgrades","source_instructor_id":"6458560","identity_basis":"source_id","identity_status":"source_identified","name":"ABINAYAA KANIMOZHI CHANDRASEKAR","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":3.525,"graded":495,"counts":[226,136,106,12,7,3,5],"sections":5},"instructor_url":"/instructors/ABINAYAA_KANIMOZHI_CHANDRASEKAR--instructor_ba8cf0323718603b941399c5"},{"instructor_uid":"instructor_c9355e989e5259cbadd39340","source":"madgrades","source_instructor_id":"6291683","identity_basis":"source_id","identity_status":"source_identified","name":"TIMOTHY OSSOWSKI","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":3.542,"graded":348,"counts":[164,96,70,7,5,3,3],"sections":3},"instructor_url":"/instructors/TIMOTHY_OSSOWSKI--instructor_c9355e989e5259cbadd39340"},{"instructor_uid":"instructor_cc26b9a2fc0ed8266b1c8826","source":"madgrades","source_instructor_id":"6375575","identity_basis":"source_id","identity_status":"source_identified","name":"MUHAMMAD HARIS NOOR","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":3.318,"graded":548,"counts":[177,148,129,60,23,9,2],"sections":4},"instructor_url":"/instructors/MUHAMMAD_HARIS_NOOR--instructor_cc26b9a2fc0ed8266b1c8826"},{"instructor_uid":"instructor_cd9bad1e24f9cda104964d5a","source":"madgrades","source_instructor_id":"6461421","identity_basis":"source_id","identity_status":"source_identified","name":"IFFAT NAFISA","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":3.423,"graded":196,"counts":[80,56,41,6,6,5,2],"sections":2},"instructor_url":"/instructors/IFFAT_NAFISA--instructor_cd9bad1e24f9cda104964d5a"},{"instructor_uid":"instructor_d3f2bdb99f51fe8ad3c83258","source":"madgrades","source_instructor_id":"6292244","identity_basis":"source_id","identity_status":"source_identified","name":"DEEPTI RAJAGOPAL","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":3.263,"graded":194,"counts":[62,45,57,17,5,4,4],"sections":2},"instructor_url":"/instructors/DEEPTI_RAJAGOPAL--instructor_d3f2bdb99f51fe8ad3c83258"},{"instructor_uid":"instructor_d8218404cd8850f7ca131d04","source":"madgrades","source_instructor_id":"6362935","identity_basis":"source_id","identity_status":"source_identified","name":"ISHAAN KOHLI","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":3.263,"graded":194,"counts":[62,45,57,17,5,4,4],"sections":2},"instructor_url":"/instructors/ISHAAN_KOHLI--instructor_d8218404cd8850f7ca131d04"},{"instructor_uid":"instructor_11c63253d910de539d25f3f3","source":"madgrades","source_instructor_id":"6235389","identity_basis":"source_id","identity_status":"source_identified","name":"CATHY CAO","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":3.404,"graded":561,"counts":[215,142,153,21,16,9,5],"sections":5},"instructor_url":"/instructors/CATHY_CAO"},{"instructor_uid":"instructor_229d413ed451e0556b97a4e2","source":"madgrades","source_instructor_id":"6585781","identity_basis":"source_id","identity_status":"source_identified","name":"SHUTONG WU","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":3.288,"graded":885,"counts":[321,187,222,69,54,25,7],"sections":6},"instructor_url":"/instructors/SHUTONG_WU"},{"instructor_uid":"instructor_328b38860c6338f710ebaf4b","source":"madgrades","source_instructor_id":"6544687","identity_basis":"source_id","identity_status":"source_identified","name":"ABOLI VIJAYANAND PAI","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":3.291,"graded":573,"counts":[150,185,163,43,15,12,5],"sections":5},"instructor_url":"/instructors/ABOLI_VIJAYANAND_PAI"},{"instructor_uid":"instructor_4c7c3f756ff7ccfbdf989efe","source":"madgrades","source_instructor_id":"6552629","identity_basis":"source_id","identity_status":"source_identified","name":"SAMUEL 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","grade_statistics":{"gpa":3.509,"graded":891,"counts":[399,241,185,40,11,10,5],"sections":6},"instructor_url":"/instructors/SAMUEL_GUO--instructor_4c7c3f756ff7ccfbdf989efe"},{"instructor_uid":"instructor_5a4068b27ec4b0a8eb015a7f","source":"madgrades","source_instructor_id":"6295360","identity_basis":"source_id","identity_status":"source_identified","name":"TAKIS CHYTAS","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":3.329,"graded":638,"counts":[185,195,195,25,21,12,5],"sections":6},"instructor_url":"/instructors/TAKIS_CHYTAS"},{"instructor_uid":"instructor_6736adca886efc6db236e367","source":"madgrades","source_instructor_id":"6558202","identity_basis":"source_id","identity_status":"source_identified","name":"ABHINAV NARAYAN HARISH","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":3.408,"graded":1224,"counts":[411,380,316,74,26,12,5],"sections":8},"instructor_url":"/instructors/ABHINAV_NARAYAN_HARISH"},{"instructor_uid":"instructor_730f480008fffbb27d0034de","source":"madgrades","source_instructor_id":"6554810","identity_basis":"source_id","identity_status":"source_identified","name":"TUNAN 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":3.459,"graded":1138,"counts":[518,267,238,57,27,19,12],"sections":8},"instructor_url":"/instructors/TUNAN_WANG"},{"instructor_uid":"instructor_742ced245e7dbe3d76b17d2a","source":"madgrades","source_instructor_id":"5702354","identity_basis":"source_id","identity_status":"source_identified","name":"JOHN BALIS","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":3.373,"graded":75,"counts":[20,33,13,3,5,1,0],"sections":1},"instructor_url":"/instructors/JOHN_BALIS"},{"instructor_uid":"instructor_7d1b81b7955683f45f868ef6","source":"madgrades","source_instructor_id":"6557747","identity_basis":"source_id","identity_status":"source_identified","name":"FAHAD TOUSEEF","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":3.281,"graded":1147,"counts":[292,379,331,82,25,21,17],"sections":11},"instructor_url":"/instructors/FAHAD_TOUSEEF"},{"instructor_uid":"instructor_86e8d7d0423592acb61886c5","source":"madgrades","source_instructor_id":"6071365","identity_basis":"source_id","identity_status":"source_identified","name":"YUHENG WU","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":3.426,"graded":1287,"counts":[502,355,312,58,30,18,12],"sections":10},"instructor_url":"/instructors/YUHENG_WU"},{"instructor_uid":"instructor_b52542b06334e2bdb5fc9d0e","source":"madgrades","source_instructor_id":"6372041","identity_basis":"source_id","identity_status":"source_identified","name":"DIVYAM ANSHUMAAN","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":3.361,"graded":241,"counts":[84,64,72,6,7,5,3],"sections":2},"instructor_url":"/instructors/DIVYAM_ANSHUMAAN--instructor_b52542b06334e2bdb5fc9d0e"},{"instructor_uid":"instructor_c5a65d8939ac80ab63a1efca","source":"madgrades","source_instructor_id":"6462977","identity_basis":"source_id","identity_status":"source_identified","name":"YUNFU DENG","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":3.405,"graded":887,"counts":[363,221,190,61,29,14,9],"sections":7},"instructor_url":"/instructors/YUNFU_DENG"},{"instructor_uid":"instructor_ef27ea761baf6ba869adda75","source":"madgrades","source_instructor_id":"6458711","identity_basis":"source_id","identity_status":"source_identified","name":"DAVID PARRA","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":3.301,"graded":827,"counts":[209,278,244,54,20,14,8],"sections":8},"instructor_url":"/instructors/DAVID_PARRA--instructor_ef27ea761baf6ba869adda75"},{"instructor_uid":"instructor_f464ab8077e2054f02594423","source":"madgrades","source_instructor_id":"6558244","identity_basis":"source_id","identity_status":"source_identified","name":"MUHAMMAD MUSA","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":3.641,"graded":1570,"counts":[961,312,216,32,19,15,15],"sections":9},"instructor_url":"/instructors/MUHAMMAD_MUSA--instructor_f464ab8077e2054f02594423"},{"instructor_uid":"instructor_f6f4218c74806ca1773565b9","source":"madgrades","source_instructor_id":"6039334","identity_basis":"source_id","identity_status":"source_identified","name":"RITHIK JAIN","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":3.299,"graded":1536,"counts":[469,462,384,101,67,35,18],"sections":13},"instructor_url":"/instructors/RITHIK_JAIN--instructor_f6f4218c74806ca1773565b9"},{"instructor_uid":"instructor_1eaf78715adffe107c5bc5ac","source":"madgrades","source_instructor_id":"985624","identity_basis":"source_id","identity_status":"source_identified","name":"LOUIS OLIPHANT","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":42,"quality":3.83,"difficulty":3.52,"quality_count":42,"difficulty_count":42,"profile_id":"rmp:2965334","source_url":"https://www.ratemyprofessors.com/professor/2965334","match_basis":"exact_name","observed_at":"2026-09-07 16:22:44.180256+00:00","courses":{"course_834bc468ca49d8090d0f211f":{"review_count":20,"quality":4.1,"difficulty":3,"quality_count":20,"difficulty_count":20},"course_79e5479d9eb1286e8642b399":{"review_count":22,"quality":3.59,"difficulty":4,"quality_count":22,"difficulty_count":22}},"bayesian_quality":3.7750599301763215,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.342,"graded":4262,"counts":[1365,1360,1042,215,147,68,65],"sections":38},"instructor_url":"/instructors/LOUIS_OLIPHANT--instructor_1eaf78715adffe107c5bc5ac"},{"instructor_uid":"instructor_561aabcf98f297a6efb341be","source":"madgrades","source_instructor_id":"6553083","identity_basis":"source_id","identity_status":"source_identified","name":"EDWARD HALIM","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":3.694,"graded":1059,"counts":[701,197,111,16,18,9,7],"sections":5},"instructor_url":"/instructors/EDWARD_HALIM--instructor_561aabcf98f297a6efb341be"},{"instructor_uid":"instructor_a5c2cad1e1b4901c4d48c6cf","source":"madgrades","source_instructor_id":"6111495","identity_basis":"source_id","identity_status":"source_identified","name":"YUSEN LIU","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":3.311,"graded":665,"counts":[207,201,151,64,24,9,9],"sections":4},"instructor_url":"/instructors/YUSEN_LIU--instructor_a5c2cad1e1b4901c4d48c6cf"},{"instructor_uid":"instructor_c5665cb4606e337a5da965c8","source":"madgrades","source_instructor_id":"5624429","identity_basis":"source_id","identity_status":"source_identified","name":"LUKE DOTSON","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":3.333,"graded":400,"counts":[151,85,110,23,18,8,5],"sections":3},"instructor_url":"/instructors/LUKE_DOTSON--instructor_c5665cb4606e337a5da965c8"},{"instructor_uid":"instructor_07f50b0550c2a5e190b37539","source":"madgrades","source_instructor_id":"6654088","identity_basis":"source_id","identity_status":"source_identified","name":"SREYAS DHULIPALA","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":3.299,"graded":540,"counts":[173,163,121,34,30,11,8],"sections":5},"instructor_url":"/instructors/SREYAS_DHULIPALA"},{"instructor_uid":"instructor_0f84bfa1c7e8c649243ef538","source":"madgrades","source_instructor_id":"6266390","identity_basis":"source_id","identity_status":"source_identified","name":"BEN HAYUM","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":3.331,"graded":956,"counts":[272,308,278,54,19,11,14],"sections":10},"instructor_url":"/instructors/BEN_HAYUM"},{"instructor_uid":"instructor_1f565de6fa3eb5c258791275","source":"madgrades","source_instructor_id":"6375059","identity_basis":"source_id","identity_status":"source_identified","name":"ANGELIKI GIANNOU","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":3.313,"graded":190,"counts":[54,63,53,10,2,5,3],"sections":2},"instructor_url":"/instructors/ANGELIKI_GIANNOU"},{"instructor_uid":"instructor_44efa0cf5bfc0c03666661d4","source":"madgrades","source_instructor_id":"6548761","identity_basis":"source_id","identity_status":"source_identified","name":"OWEN MCNAMARA","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":3.379,"graded":377,"counts":[111,136,101,12,9,3,5],"sections":4},"instructor_url":"/instructors/OWEN_MCNAMARA"},{"instructor_uid":"instructor_4f17f012f96c60a558cd6602","source":"madgrades","source_instructor_id":"6499524","identity_basis":"source_id","identity_status":"source_identified","name":"ZHENGHONG YU","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":3.367,"graded":527,"counts":[195,148,104,55,9,9,7],"sections":4},"instructor_url":"/instructors/ZHENGHONG_YU"},{"instructor_uid":"instructor_683fb5bd0c64cd5bac3170cc","source":"madgrades","source_instructor_id":"6181203","identity_basis":"source_id","identity_status":"source_identified","name":"DMITRY PINCHUK","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":3.342,"graded":382,"counts":[99,148,99,15,11,6,4],"sections":4},"instructor_url":"/instructors/DMITRY_PINCHUK"},{"instructor_uid":"instructor_8bdbe4e01e210587db0c2995","source":"madgrades","source_instructor_id":"6653985","identity_basis":"source_id","identity_status":"source_identified","name":"SUNGJUN CHO","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":3.323,"graded":478,"counts":[123,159,143,36,9,3,5],"sections":4},"instructor_url":"/instructors/SUNGJUN_CHO--instructor_8bdbe4e01e210587db0c2995"},{"instructor_uid":"instructor_921f0cddfe457e342d48156d","source":"madgrades","source_instructor_id":"6643711","identity_basis":"source_id","identity_status":"source_identified","name":"SHUIBAI 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":3.27,"graded":680,"counts":[181,206,206,41,22,14,10],"sections":5},"instructor_url":"/instructors/SHUIBAI_ZHANG"},{"instructor_uid":"instructor_92ccdc354e086a49067e185e","source":"madgrades","source_instructor_id":"6660839","identity_basis":"source_id","identity_status":"source_identified","name":"YUNHAO LI","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":3.305,"graded":469,"counts":[121,164,133,28,8,7,8],"sections":4},"instructor_url":"/instructors/YUNHAO_LI"},{"instructor_uid":"instructor_bb858b0df9213687ded6a1fc","source":"madgrades","source_instructor_id":"6656740","identity_basis":"source_id","identity_status":"source_identified","name":"NIDA TANVEER","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":3.348,"graded":368,"counts":[114,110,111,16,8,2,7],"sections":4},"instructor_url":"/instructors/NIDA_TANVEER"},{"instructor_uid":"instructor_bf52fdc6b3fb86521db659a4","source":"madgrades","source_instructor_id":"6386189","identity_basis":"source_id","identity_status":"source_identified","name":"GUYANG CAO","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":3.242,"graded":260,"counts":[70,66,81,22,13,8,0],"sections":4},"instructor_url":"/instructors/GUYANG_CAO--instructor_bf52fdc6b3fb86521db659a4"},{"instructor_uid":"instructor_fa484dd2c8af21f48d087761","source":"madgrades","source_instructor_id":"6660089","identity_basis":"source_id","identity_status":"source_identified","name":"MO XU","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":3.346,"graded":487,"counts":[133,158,148,31,9,5,3],"sections":4},"instructor_url":"/instructors/MO_XU--instructor_fa484dd2c8af21f48d087761"},{"instructor_uid":"instructor_02a5093751698b8febd4fd48","source":"madgrades","source_instructor_id":"6659082","identity_basis":"source_id","identity_status":"source_identified","name":"AMR ALAZALI","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":3.299,"graded":279,"counts":[67,101,80,18,6,2,5],"sections":2},"instructor_url":"/instructors/AMR_ALAZALI"},{"instructor_uid":"instructor_2aca9ef9fc7612502e719773","source":"madgrades","source_instructor_id":"6772286","identity_basis":"source_id","identity_status":"source_identified","name":"AYESHA SHAFIQUE","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":3.299,"graded":279,"counts":[67,101,80,18,6,2,5],"sections":2},"instructor_url":"/instructors/AYESHA_SHAFIQUE"},{"instructor_uid":"instructor_59c84201597a7deeeb214791","source":"madgrades","source_instructor_id":"6376244","identity_basis":"source_id","identity_status":"source_identified","name":"YIYIN SHEN","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":13,"quality":2.62,"difficulty":3.08,"quality_count":13,"difficulty_count":13,"profile_id":"rmp:2930244","source_url":"https://www.ratemyprofessors.com/professor/2930244","match_basis":"exact_name","observed_at":"2026-09-07 15:57:39.943117+00:00","courses":{"course_6e524f2d6f14b4e14c7ac770":{"review_count":3,"quality":4.33,"difficulty":3,"quality_count":3,"difficulty_count":3},"course_1dae8ec78980ea57dc44f5c9":{"review_count":10,"quality":2.1,"difficulty":3.1,"quality_count":10,"difficulty_count":10}},"bayesian_quality":3.250112596088846,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.381,"graded":1201,"counts":[455,326,280,68,37,15,20],"sections":9},"instructor_url":"/instructors/YIYIN_SHEN"},{"instructor_uid":"instructor_9c17ea09eaa43d5549fd21b6","source":"madgrades","source_instructor_id":"6803751","identity_basis":"source_id","identity_status":"source_identified","name":"KATHRYN JENSEN","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":3.369,"graded":1198,"counts":[346,435,303,58,30,16,10],"sections":11},"instructor_url":"/instructors/KATHRYN_JENSEN--instructor_9c17ea09eaa43d5549fd21b6"},{"instructor_uid":"instructor_c12a182662ec0ad0bcff8ddd","source":"madgrades","source_instructor_id":"6766849","identity_basis":"source_id","identity_status":"source_identified","name":"YU 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":3.339,"graded":288,"counts":[77,100,85,13,6,4,3],"sections":2},"instructor_url":"/instructors/YU_WANG--instructor_c12a182662ec0ad0bcff8ddd"},{"instructor_uid":"instructor_e3b6251d6e8eec0f6231206b","source":"madgrades","source_instructor_id":"6389582","identity_basis":"source_id","identity_status":"source_identified","name":"YIJING 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":3.399,"graded":183,"counts":[51,71,48,5,5,3,0],"sections":2},"instructor_url":"/instructors/YIJING_ZHANG"},{"instructor_uid":"instructor_841d653f575490f61a7aec9b","source":"enrollment","source_instructor_id":"gkotse","identity_basis":"netid","identity_status":"source_identified","name":"Blerina Gkotse","email":"GKOTSE@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":23,"quality":3.74,"difficulty":2.35,"quality_count":23,"difficulty_count":23,"profile_id":"rmp:3030661","source_url":"https://www.ratemyprofessors.com/professor/3030661","match_basis":"exact_name","observed_at":"2026-09-07 16:51:42.004108+00:00","courses":{"course_e0f984e8747ee9ccaba16d75":{"review_count":11,"quality":2.91,"difficulty":2.18,"quality_count":11,"difficulty_count":11},"course_28c3390ba944d49fd17f7c72":{"review_count":12,"quality":4.5,"difficulty":2.5,"quality_count":12,"difficulty_count":12}},"bayesian_quality":3.702644550486789,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/BLERINA_GKOTSE"},{"instructor_uid":"instructor_97805752d14314b7d669169c","source":"enrollment","source_instructor_id":"mdoescher","identity_basis":"netid","identity_status":"source_identified","name":"Michael Doescher","email":"MDOESCHER@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":88,"quality":3.47,"difficulty":3.33,"quality_count":88,"difficulty_count":88,"profile_id":"rmp:2593156","source_url":"https://www.ratemyprofessors.com/professor/2593156","match_basis":"exact_name","observed_at":"2026-09-07 16:18:28.055099+00:00","courses":{"course_834bc468ca49d8090d0f211f":{"review_count":48,"quality":4.17,"difficulty":3.04,"quality_count":48,"difficulty_count":48},"course_6e524f2d6f14b4e14c7ac770":{"review_count":39,"quality":2.56,"difficulty":3.72,"quality_count":39,"difficulty_count":39},"course_37a551eb9007bebe6a41c6b3":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.505126996953073,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MICHAEL_DOESCHER"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1204","term_name":"Spring 2020","instructors":["ASHWIN MARAN","BHAVYA GOYAL","CHAO-HSIANG CHUNG","DEEPAN DAS","Meena Syamkumar","Michael Doescher","NITHIN VENKATESH","SOURAV PAL","YELUN BAO","YUCHEN ZENG","ZHENMEI SHI"],"a":210,"ab":96,"b":32,"bc":6,"c":0,"d":3,"f":2,"satisfactory":50,"unsatisfactory":17,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":417,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1212","term_name":"Fall 2020","instructors":["Meena Syamkumar","Michael Doescher"],"a":500,"ab":143,"b":50,"bc":17,"c":18,"d":3,"f":10,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":3,"no_work":0,"not_reported":0,"other":0,"total":745,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1222","term_name":"Fall 2021","instructors":["Andrew Kuemmel","Meena Syamkumar","PEYMAN MORTEZA"],"a":335,"ab":252,"b":141,"bc":21,"c":19,"d":12,"f":11,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":4,"no_work":0,"not_reported":1,"other":0,"total":797,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1224","term_name":"Spring 2022","instructors":["Andrew Kuemmel","Cole Nelson","Meena Syamkumar"],"a":334,"ab":161,"b":82,"bc":19,"c":12,"d":10,"f":14,"satisfactory":2,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":634,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1232","term_name":"Fall 2022","instructors":["Gurmail Singh","Meena Syamkumar","Michael Doescher"],"a":389,"ab":300,"b":175,"bc":45,"c":16,"d":11,"f":11,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":949,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1234","term_name":"Spring 2023","instructors":["ABINAYAA KANIMOZHI CHANDRASEKAR","ANIRUDH SUNDARA RAJAN","ASHWIN MARAN","BRANDON TRAN","COLE DIIANNI","DEEPTI RAJAGOPAL","Gurmail Singh","HAKAN DINGENC","IFFAT NAFISA","ISHA PADMANABAN","ISHAAN KOHLI","JUSTIN KIEFEL","KARTHIK SURESH","KINCANNON WILSON","MUHAMMAD HARIS NOOR","Michael Doescher","SATYA SAI SRINATH NAMBURI","SHREY SHAH","TIMOTHY OSSOWSKI"],"a":272,"ab":193,"b":192,"bc":34,"c":17,"d":15,"f":9,"satisfactory":2,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":735,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1242","term_name":"Fall 2023","instructors":["ABHINAV NARAYAN HARISH","ABOLI VIJAYANAND PAI","ASHWIN MARAN","CATHY CAO","Cole Nelson","DAVID PARRA","DIVYAM ANSHUMAAN","FAHAD TOUSEEF","Gurmail Singh","JOHN BALIS","KINCANNON WILSON","MUHAMMAD MUSA","Michael Doescher","RITHIK JAIN","SAMUEL GUO","SATYA SAI SRINATH NAMBURI","SHUTONG WU","TAKIS CHYTAS","TUNAN WANG","YUNFU DENG","Young Wu"],"a":269,"ab":324,"b":261,"bc":50,"c":29,"d":24,"f":10,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":1,"other":0,"total":969,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1244","term_name":"Spring 2024","instructors":["ABHINAV NARAYAN HARISH","ABOLI VIJAYANAND PAI","CATHY CAO","DAVID PARRA","EDWARD HALIM","FAHAD TOUSEEF","KINCANNON WILSON","LUKE DOTSON","Louis Oliphant","MUHAMMAD MUSA","Michael Doescher","SAMUEL GUO","SATYA SAI SRINATH NAMBURI","TAKIS CHYTAS","TUNAN WANG","YUNFU DENG","YUSEN LIU","Young Wu"],"a":146,"ab":256,"b":271,"bc":51,"c":23,"d":15,"f":8,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":770,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1252","term_name":"Fall 2024","instructors":["Louis Oliphant","Michael Doescher"],"a":357,"ab":356,"b":191,"bc":34,"c":19,"d":12,"f":11,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":981,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1254","term_name":"Spring 2025","instructors":["ANGELIKI GIANNOU","BEN HAYUM","DAVID PARRA","DMITRY PINCHUK","FAHAD TOUSEEF","GUYANG CAO","Louis Oliphant","MO XU","Michael Doescher","NIDA TANVEER","OWEN MCNAMARA","SHUIBAI ZHANG","SREYAS DHULIPALA","SUNGJUN CHO","YUNHAO LI","ZHENGHONG YU"],"a":187,"ab":243,"b":227,"bc":52,"c":16,"d":11,"f":13,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":3,"no_work":0,"not_reported":0,"other":0,"total":753,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1262","term_name":"Fall 2025","instructors":["AMR ALAZALI","AYESHA SHAFIQUE","BEN HAYUM","DAVID PARRA","DMITRY PINCHUK","Jing Zhang","Kathryn Jensen","MO XU","Michael Doescher","NIDA TANVEER","OWEN MCNAMARA","SHUIBAI ZHANG","SREYAS DHULIPALA","SUNGJUN CHO","TAKIS CHYTAS","YIYIN SHEN","YU WANG","YUNHAO LI"],"a":251,"ab":325,"b":263,"bc":38,"c":20,"d":9,"f":9,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":1,"other":0,"total":916,"source_aliases":["COMPSCI 220"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 220","course_uid":"course_834bc468ca49d8090d0f211f","term_id":"1264","term_name":"Spring 2026","instructors":["Louis Oliphant","Michael Doescher"],"a":287,"ab":245,"b":162,"bc":22,"c":17,"d":11,"f":11,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":757,"source_aliases":["COMPSCI 220"]}],"statistics":{"gpa":3.424,"graded":9328,"counts":[3537,2894,2047,389,206,136,119]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_834bc468ca49d8090d0f211f-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_834bc468ca49d8090d0f211f-0.json","/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_834bc468ca49d8090d0f211f-1.json"],"reviews":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_834bc468ca49d8090d0f211f-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_834bc468ca49d8090d0f211f-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_834bc468ca49d8090d0f211f-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.423938679245283,"count":9328,"university":{"size":4688,"gpaPercentile":15,"countPercentile":100,"medianCount":135,"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":10,"current":false},{"range":"2.8–3.2","count":217,"current":false},{"range":"3.2–3.6","count":1120,"current":true},{"range":"3.6–4.0","count":3341,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":105,"gpaPercentile":25,"countPercentile":100,"medianCount":268,"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":13,"current":false},{"range":"3.2–3.6","count":31,"current":true},{"range":"3.6–4.0","count":61,"current":false}]}}]},"terms":{"1204":{"term":"1204","gpa":3.696275071633238,"count":349,"university":{"size":1012,"gpaPercentile":44,"countPercentile":96,"medianCount":65.5,"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":1,"current":false},{"range":"2.8–3.2","count":25,"current":false},{"range":"3.2–3.6","count":301,"current":false},{"range":"3.6–4.0","count":685,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":42,"gpaPercentile":61,"countPercentile":88,"medianCount":90.5,"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":1,"current":false},{"range":"3.2–3.6","count":19,"current":false},{"range":"3.6–4.0","count":22,"current":true}]}}]},"1212":{"term":"1212","gpa":3.686909581646424,"count":741,"university":{"size":1111,"gpaPercentile":55,"countPercentile":99,"medianCount":68,"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":4,"current":false},{"range":"2.8–3.2","count":159,"current":false},{"range":"3.2–3.6","count":337,"current":false},{"range":"3.6–4.0","count":611,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":42,"gpaPercentile":73,"countPercentile":98,"medianCount":96,"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":12,"current":false},{"range":"3.2–3.6","count":16,"current":false},{"range":"3.6–4.0","count":14,"current":true}]}}]},"1222":{"term":"1222","gpa":3.4734513274336285,"count":791,"university":{"size":1157,"gpaPercentile":36,"countPercentile":99,"medianCount":64,"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":1,"current":false},{"range":"2.4–2.8","count":17,"current":false},{"range":"2.8–3.2","count":174,"current":false},{"range":"3.2–3.6","count":351,"current":true},{"range":"3.6–4.0","count":614,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":46,"gpaPercentile":60,"countPercentile":98,"medianCount":94.5,"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":1,"current":false},{"range":"2.8–3.2","count":8,"current":false},{"range":"3.2–3.6","count":23,"current":true},{"range":"3.6–4.0","count":14,"current":false}]}}]},"1224":{"term":"1224","gpa":3.5237341772151898,"count":632,"university":{"size":1171,"gpaPercentile":41,"countPercentile":99,"medianCount":64,"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":3,"current":false},{"range":"2.4–2.8","count":21,"current":false},{"range":"2.8–3.2","count":173,"current":false},{"range":"3.2–3.6","count":358,"current":true},{"range":"3.6–4.0","count":616,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":45,"gpaPercentile":59,"countPercentile":98,"medianCount":96,"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":false},{"range":"3.2–3.6","count":17,"current":true},{"range":"3.6–4.0","count":17,"current":false}]}}]},"1232":{"term":"1232","gpa":3.4704329461457233,"count":947,"university":{"size":1216,"gpaPercentile":34,"countPercentile":99,"medianCount":66,"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":2,"current":false},{"range":"2.4–2.8","count":14,"current":false},{"range":"2.8–3.2","count":174,"current":false},{"range":"3.2–3.6","count":356,"current":true},{"range":"3.6–4.0","count":670,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":50,"gpaPercentile":45,"countPercentile":100,"medianCount":82.5,"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":19,"current":true},{"range":"3.6–4.0","count":22,"current":false}]}}]},"1234":{"term":"1234","gpa":3.3790983606557377,"count":732,"university":{"size":1188,"gpaPercentile":27,"countPercentile":99,"medianCount":65,"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":3,"current":false},{"range":"2.4–2.8","count":17,"current":false},{"range":"2.8–3.2","count":144,"current":false},{"range":"3.2–3.6","count":374,"current":true},{"range":"3.6–4.0","count":650,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":46,"gpaPercentile":44,"countPercentile":96,"medianCount":111,"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":26,"current":true},{"range":"3.6–4.0","count":12,"current":false}]}}]},"1242":{"term":"1242","gpa":3.309203722854188,"count":967,"university":{"size":1295,"gpaPercentile":20,"countPercentile":99,"medianCount":67,"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":2,"current":false},{"range":"2.4–2.8","count":11,"current":false},{"range":"2.8–3.2","count":162,"current":false},{"range":"3.2–3.6","count":394,"current":true},{"range":"3.6–4.0","count":726,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":52,"gpaPercentile":29,"countPercentile":100,"medianCount":99,"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":9,"current":false},{"range":"3.2–3.6","count":20,"current":true},{"range":"3.6–4.0","count":22,"current":false}]}}]},"1244":{"term":"1244","gpa":3.2227272727272727,"count":770,"university":{"size":1241,"gpaPercentile":15,"countPercentile":99,"medianCount":65,"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":2,"current":false},{"range":"2.4–2.8","count":9,"current":false},{"range":"2.8–3.2","count":151,"current":false},{"range":"3.2–3.6","count":373,"current":true},{"range":"3.6–4.0","count":706,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":46,"gpaPercentile":29,"countPercentile":100,"medianCount":116,"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":false},{"range":"3.2–3.6","count":17,"current":true},{"range":"3.6–4.0","count":18,"current":false}]}}]},"1252":{"term":"1252","gpa":3.451020408163265,"count":980,"university":{"size":1333,"gpaPercentile":27,"countPercentile":99,"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":14,"current":false},{"range":"2.8–3.2","count":115,"current":false},{"range":"3.2–3.6","count":431,"current":true},{"range":"3.6–4.0","count":773,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":54,"gpaPercentile":45,"countPercentile":100,"medianCount":101,"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":8,"current":false},{"range":"3.2–3.6","count":23,"current":true},{"range":"3.6–4.0","count":22,"current":false}]}}]},"1254":{"term":"1254","gpa":3.274365821094793,"count":749,"university":{"size":1289,"gpaPercentile":16,"countPercentile":99,"medianCount":66,"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":17,"current":false},{"range":"2.8–3.2","count":128,"current":false},{"range":"3.2–3.6","count":379,"current":true},{"range":"3.6–4.0","count":765,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":52,"gpaPercentile":24,"countPercentile":100,"medianCount":105,"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":10,"current":false},{"range":"3.2–3.6","count":24,"current":true},{"range":"3.6–4.0","count":17,"current":false}]}}]},"1262":{"term":"1262","gpa":3.3601092896174864,"count":915,"university":{"size":1320,"gpaPercentile":20,"countPercentile":99,"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":1,"current":false},{"range":"2.4–2.8","count":8,"current":false},{"range":"2.8–3.2","count":133,"current":false},{"range":"3.2–3.6","count":381,"current":true},{"range":"3.6–4.0","count":797,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":53,"gpaPercentile":25,"countPercentile":100,"medianCount":82,"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":22,"current":true},{"range":"3.6–4.0","count":21,"current":false}]}}]},"1264":{"term":"1264","gpa":3.432450331125828,"count":755,"university":{"size":1283,"gpaPercentile":25,"countPercentile":99,"medianCount":66,"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":1,"current":false},{"range":"2.4–2.8","count":20,"current":false},{"range":"2.8–3.2","count":130,"current":false},{"range":"3.2–3.6","count":343,"current":true},{"range":"3.6–4.0","count":789,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":48,"gpaPercentile":43,"countPercentile":100,"medianCount":105.5,"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":1,"current":false},{"range":"2.8–3.2","count":7,"current":false},{"range":"3.2–3.6","count":21,"current":true},{"range":"3.6–4.0","count":19,"current":false}]}}]}},"benchmarks":{"all":{"school":{"size":4688,"gpa":3.708883794386634,"topShare":84.87993958326464,"count":135},"COMPSCI":{"size":105,"gpa":3.611561845334185,"topShare":79.74531613419184,"count":268}},"terms":{"1204":{"school":{"size":1012,"gpa":3.703747431523761,"topShare":84.59811226304916,"count":65.5},"COMPSCI":{"size":42,"gpa":3.6240893265324647,"topShare":79.98991493017058,"count":90.5}},"1212":{"school":{"size":1111,"gpa":3.5856416028074487,"topShare":77.58926748660845,"count":68},"COMPSCI":{"size":42,"gpa":3.450396020252364,"topShare":69.90950224603134,"count":96}},"1222":{"school":{"size":1157,"gpa":3.563052311875811,"topShare":76.64869058732418,"count":64},"COMPSCI":{"size":46,"gpa":3.4266761668874532,"topShare":68.93117403010548,"count":94.5}},"1224":{"school":{"size":1171,"gpa":3.5627882428500937,"topShare":76.37271640560496,"count":64},"COMPSCI":{"size":45,"gpa":3.4719336884851772,"topShare":70.89188483398956,"count":96}},"1232":{"school":{"size":1216,"gpa":3.575457431972425,"topShare":77.33712216234007,"count":66},"COMPSCI":{"size":50,"gpa":3.522872390836507,"topShare":74.11555010870671,"count":82.5}},"1234":{"school":{"size":1188,"gpa":3.5799441677552393,"topShare":77.18256448537606,"count":65},"COMPSCI":{"size":46,"gpa":3.457340982461054,"topShare":70.00975704504911,"count":111}},"1242":{"school":{"size":1295,"gpa":3.595302892737449,"topShare":78.36291889885307,"count":67},"COMPSCI":{"size":52,"gpa":3.5206188715369935,"topShare":74.2043106737207,"count":99}},"1244":{"school":{"size":1241,"gpa":3.5975573126929192,"topShare":78.29036874847135,"count":65},"COMPSCI":{"size":46,"gpa":3.477413782571094,"topShare":70.8725394264854,"count":116}},"1252":{"school":{"size":1333,"gpa":3.619494049739118,"topShare":79.71442190500672,"count":69},"COMPSCI":{"size":54,"gpa":3.5244021201456657,"topShare":75.07938169795783,"count":101}},"1254":{"school":{"size":1289,"gpa":3.6126423469389106,"topShare":79.48050408754871,"count":66},"COMPSCI":{"size":52,"gpa":3.482652727664103,"topShare":71.33786483648515,"count":105}},"1262":{"school":{"size":1320,"gpa":3.628825763035853,"topShare":80.21118846327654,"count":70},"COMPSCI":{"size":53,"gpa":3.533845597774486,"topShare":75.31824598445624,"count":82}},"1264":{"school":{"size":1283,"gpa":3.6229729166451925,"topShare":80.13669149396227,"count":66},"COMPSCI":{"size":48,"gpa":3.5022746140005943,"topShare":73.13318776233326,"count":105.5}}}}},"instructorTrends":[{"uid":"instructor_122a7e74ef02066805f0b041","name":"MICHAEL DOESCHER","count":6587,"terms":[{"term":"1204","count":114,"sections":1,"gpa":3.6271929824561404},{"term":"1212","count":249,"sections":1,"gpa":3.6244979919678717},{"term":"1232","count":356,"sections":2,"gpa":3.5168539325842696},{"term":"1234","count":732,"sections":4,"gpa":3.3790983606557377},{"term":"1242","count":967,"sections":5,"gpa":3.309203722854188},{"term":"1244","count":770,"sections":4,"gpa":3.2227272727272727},{"term":"1252","count":980,"sections":4,"gpa":3.451020408163265},{"term":"1254","count":749,"sections":4,"gpa":3.274365821094793},{"term":"1262","count":915,"sections":4,"gpa":3.3601092896174864},{"term":"1264","count":755,"sections":4,"gpa":3.432450331125828}]},{"uid":"instructor_1eaf78715adffe107c5bc5ac","name":"LOUIS OLIPHANT","count":3254,"terms":[{"term":"1244","count":770,"sections":4,"gpa":3.2227272727272727},{"term":"1252","count":980,"sections":4,"gpa":3.451020408163265},{"term":"1254","count":749,"sections":4,"gpa":3.274365821094793},{"term":"1264","count":755,"sections":4,"gpa":3.432450331125828}]},{"uid":"instructor_4fd18c1e2d3eb74f6bca507b","name":"GURMAIL SINGH","count":1932,"terms":[{"term":"1232","count":233,"sections":2,"gpa":3.3025751072961373},{"term":"1234","count":732,"sections":4,"gpa":3.3790983606557377},{"term":"1242","count":967,"sections":5,"gpa":3.309203722854188}]},{"uid":"instructor_e3bd28389959ce3e3b7e1683","name":"MEENAKSHI SYAMKUMAR","count":1815,"terms":[{"term":"1204","count":235,"sections":2,"gpa":3.7297872340425533},{"term":"1212","count":492,"sections":2,"gpa":3.7184959349593494},{"term":"1222","count":425,"sections":3,"gpa":3.451764705882353},{"term":"1224","count":305,"sections":2,"gpa":3.536065573770492},{"term":"1232","count":358,"sections":2,"gpa":3.5335195530726256}]},{"uid":"instructor_2c57dda8637d9a4030ecae79","name":"KINCANNON WILSON","count":1169,"terms":[{"term":"1234","count":177,"sections":1,"gpa":3.531073446327684},{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":770,"sections":4,"gpa":3.2227272727272727}]},{"uid":"instructor_7d1b81b7955683f45f868ef6","name":"FAHAD TOUSEEF","count":1111,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":140,"sections":1,"gpa":3.25},{"term":"1254","count":749,"sections":4,"gpa":3.274365821094793}]},{"uid":"instructor_4561aa717dd3770d5586704a","name":"COLE NELSON","count":1096,"terms":[{"term":"1224","count":129,"sections":1,"gpa":3.5310077519379846},{"term":"1242","count":967,"sections":5,"gpa":3.309203722854188}]},{"uid":"instructor_f6f4218c74806ca1773565b9","name":"RITHIK JAIN","count":967,"terms":[{"term":"1242","count":967,"sections":5,"gpa":3.309203722854188}]},{"uid":"instructor_0f84bfa1c7e8c649243ef538","name":"BEN HAYUM","count":921,"terms":[{"term":"1254","count":749,"sections":4,"gpa":3.274365821094793},{"term":"1262","count":172,"sections":1,"gpa":3.4680232558139537}]},{"uid":"instructor_9c17ea09eaa43d5549fd21b6","name":"KATHRYN JENSEN","count":915,"terms":[{"term":"1262","count":915,"sections":4,"gpa":3.3601092896174864}]},{"uid":"instructor_86e8d7d0423592acb61886c5","name":"YUHENG WU","count":845,"terms":[{"term":"1242","count":75,"sections":1,"gpa":3.3733333333333335},{"term":"1244","count":770,"sections":4,"gpa":3.2227272727272727}]},{"uid":"instructor_ef27ea761baf6ba869adda75","name":"DAVID PARRA","count":800,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":212,"sections":1,"gpa":3.1957547169811322},{"term":"1254","count":194,"sections":1,"gpa":3.2809278350515463},{"term":"1262","count":172,"sections":1,"gpa":3.4680232558139537}]},{"uid":"instructor_928cf872f7d8a423b2039a77","name":"SATYA SAI SRINATH NAMBURI","count":623,"terms":[{"term":"1234","count":177,"sections":1,"gpa":3.531073446327684},{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163},{"term":"1244","count":213,"sections":1,"gpa":3.23943661971831}]},{"uid":"instructor_5a4068b27ec4b0a8eb015a7f","name":"TAKIS CHYTAS","count":621,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163},{"term":"1244","count":205,"sections":1,"gpa":3.2146341463414636},{"term":"1262","count":183,"sections":1,"gpa":3.398907103825137}]},{"uid":"instructor_6d94e970032c92a41ffed8e9","name":"ANDREW KUEMMEL","count":564,"terms":[{"term":"1222","count":366,"sections":2,"gpa":3.498633879781421},{"term":"1224","count":198,"sections":1,"gpa":3.5}]},{"uid":"instructor_e7cc3a4e067190312c6210b5","name":"ASHWIN MARAN","count":529,"terms":[{"term":"1204","count":114,"sections":1,"gpa":3.6271929824561404},{"term":"1234","count":182,"sections":1,"gpa":3.3461538461538463},{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163}]},{"uid":"instructor_fa484dd2c8af21f48d087761","name":"MO XU","count":471,"terms":[{"term":"1254","count":190,"sections":1,"gpa":3.3289473684210527},{"term":"1262","count":281,"sections":1,"gpa":3.329181494661922}]},{"uid":"instructor_8bdbe4e01e210587db0c2995","name":"SUNGJUN CHO","count":469,"terms":[{"term":"1254","count":190,"sections":1,"gpa":3.3289473684210527},{"term":"1262","count":279,"sections":1,"gpa":3.2992831541218637}]},{"uid":"instructor_92ccdc354e086a49067e185e","name":"YUNHAO LI","count":463,"terms":[{"term":"1254","count":184,"sections":1,"gpa":3.296195652173913},{"term":"1262","count":279,"sections":1,"gpa":3.2992831541218637}]},{"uid":"instructor_921f0cddfe457e342d48156d","name":"SHUIBAI ZHANG","count":462,"terms":[{"term":"1254","count":181,"sections":1,"gpa":3.1878453038674035},{"term":"1262","count":281,"sections":1,"gpa":3.329181494661922}]},{"uid":"instructor_f464ab8077e2054f02594423","name":"MUHAMMAD MUSA","count":446,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163},{"term":"1244","count":213,"sections":1,"gpa":3.23943661971831}]},{"uid":"instructor_730f480008fffbb27d0034de","name":"TUNAN WANG","count":445,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163},{"term":"1244","count":212,"sections":1,"gpa":3.1957547169811322}]},{"uid":"instructor_11c63253d910de539d25f3f3","name":"CATHY CAO","count":438,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163},{"term":"1244","count":205,"sections":1,"gpa":3.2146341463414636}]},{"uid":"instructor_328b38860c6338f710ebaf4b","name":"ABOLI VIJAYANAND PAI","count":435,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":213,"sections":1,"gpa":3.23943661971831}]},{"uid":"instructor_6736adca886efc6db236e367","name":"ABHINAV NARAYAN HARISH","count":434,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":212,"sections":1,"gpa":3.1957547169811322}]},{"uid":"instructor_c5a65d8939ac80ab63a1efca","name":"YUNFU DENG","count":427,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":205,"sections":1,"gpa":3.2146341463414636}]},{"uid":"instructor_683fb5bd0c64cd5bac3170cc","name":"DMITRY PINCHUK","count":377,"terms":[{"term":"1254","count":194,"sections":1,"gpa":3.2809278350515463},{"term":"1262","count":183,"sections":1,"gpa":3.398907103825137}]},{"uid":"instructor_07f50b0550c2a5e190b37539","name":"SREYAS DHULIPALA","count":367,"terms":[{"term":"1254","count":184,"sections":1,"gpa":3.296195652173913},{"term":"1262","count":183,"sections":1,"gpa":3.398907103825137}]},{"uid":"instructor_44efa0cf5bfc0c03666661d4","name":"OWEN MCNAMARA","count":366,"terms":[{"term":"1254","count":194,"sections":1,"gpa":3.2809278350515463},{"term":"1262","count":172,"sections":1,"gpa":3.4680232558139537}]},{"uid":"instructor_4c7c3f756ff7ccfbdf989efe","name":"SAMUEL GUO","count":362,"terms":[{"term":"1242","count":222,"sections":1,"gpa":3.22972972972973},{"term":"1244","count":140,"sections":1,"gpa":3.25}]},{"uid":"instructor_bb858b0df9213687ded6a1fc","name":"NIDA TANVEER","count":353,"terms":[{"term":"1254","count":181,"sections":1,"gpa":3.1878453038674035},{"term":"1262","count":172,"sections":1,"gpa":3.4680232558139537}]},{"uid":"instructor_59c84201597a7deeeb214791","name":"YIYIN SHEN","count":281,"terms":[{"term":"1262","count":281,"sections":1,"gpa":3.329181494661922}]},{"uid":"instructor_c12a182662ec0ad0bcff8ddd","name":"YU WANG","count":281,"terms":[{"term":"1262","count":281,"sections":1,"gpa":3.329181494661922}]},{"uid":"instructor_02a5093751698b8febd4fd48","name":"AMR ALAZALI","count":279,"terms":[{"term":"1262","count":279,"sections":1,"gpa":3.2992831541218637}]},{"uid":"instructor_2aca9ef9fc7612502e719773","name":"AYESHA SHAFIQUE","count":279,"terms":[{"term":"1262","count":279,"sections":1,"gpa":3.2992831541218637}]},{"uid":"instructor_229d413ed451e0556b97a4e2","name":"SHUTONG WU","count":233,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163}]},{"uid":"instructor_b52542b06334e2bdb5fc9d0e","name":"DIVYAM ANSHUMAAN","count":233,"terms":[{"term":"1242","count":233,"sections":1,"gpa":3.3390557939914163}]},{"uid":"instructor_c5665cb4606e337a5da965c8","name":"LUKE DOTSON","count":205,"terms":[{"term":"1244","count":205,"sections":1,"gpa":3.2146341463414636}]},{"uid":"instructor_bf52fdc6b3fb86521db659a4","name":"GUYANG CAO","count":190,"terms":[{"term":"1254","count":190,"sections":1,"gpa":3.3289473684210527}]},{"uid":"instructor_0b21265e568c538aead92f63","name":"ISHA PADMANABAN","count":187,"terms":[{"term":"1234","count":187,"sections":1,"gpa":3.2379679144385025}]},{"uid":"instructor_3e299f4ddfcd325cd75ae3f4","name":"SHREY SHAH","count":187,"terms":[{"term":"1234","count":187,"sections":1,"gpa":3.2379679144385025}]},{"uid":"instructor_d3f2bdb99f51fe8ad3c83258","name":"DEEPTI RAJAGOPAL","count":187,"terms":[{"term":"1234","count":187,"sections":1,"gpa":3.2379679144385025}]},{"uid":"instructor_d8218404cd8850f7ca131d04","name":"ISHAAN KOHLI","count":187,"terms":[{"term":"1234","count":187,"sections":1,"gpa":3.2379679144385025}]},{"uid":"instructor_3fb812b2984965a38cd01d34","name":"JUSTIN KIEFEL","count":186,"terms":[{"term":"1234","count":186,"sections":1,"gpa":3.4086021505376345}]},{"uid":"instructor_cc26b9a2fc0ed8266b1c8826","name":"MUHAMMAD HARIS NOOR","count":186,"terms":[{"term":"1234","count":186,"sections":1,"gpa":3.4086021505376345}]},{"uid":"instructor_cd9bad1e24f9cda104964d5a","name":"IFFAT NAFISA","count":186,"terms":[{"term":"1234","count":186,"sections":1,"gpa":3.4086021505376345}]},{"uid":"instructor_1f565de6fa3eb5c258791275","name":"ANGELIKI GIANNOU","count":184,"terms":[{"term":"1254","count":184,"sections":1,"gpa":3.296195652173913}]},{"uid":"instructor_e3b6251d6e8eec0f6231206b","name":"YIJING ZHANG","count":183,"terms":[{"term":"1262","count":183,"sections":1,"gpa":3.398907103825137}]},{"uid":"instructor_2ebb3e2592ae4b5cfe3fed1f","name":"COLE DIIANNI","count":182,"terms":[{"term":"1234","count":182,"sections":1,"gpa":3.3461538461538463}]},{"uid":"instructor_32815440b5c8b4d2789921a4","name":"ANIRUDH SUNDARA RAJAN","count":182,"terms":[{"term":"1234","count":182,"sections":1,"gpa":3.3461538461538463}]},{"uid":"instructor_aebe53e4e3cc35e15ce3d508","name":"KARTHIK SURESH","count":182,"terms":[{"term":"1234","count":182,"sections":1,"gpa":3.3461538461538463}]},{"uid":"instructor_b45e8c749017ad75ab257a41","name":"HAKAN DINGENC","count":182,"terms":[{"term":"1234","count":182,"sections":1,"gpa":3.3461538461538463}]},{"uid":"instructor_4f17f012f96c60a558cd6602","name":"ZHENGHONG YU","count":181,"terms":[{"term":"1254","count":181,"sections":1,"gpa":3.1878453038674035}]},{"uid":"instructor_98309297de35125be3ba9b56","name":"BRANDON TRAN","count":177,"terms":[{"term":"1234","count":177,"sections":1,"gpa":3.531073446327684}]},{"uid":"instructor_ba8cf0323718603b941399c5","name":"ABINAYAA KANIMOZHI CHANDRASEKAR","count":177,"terms":[{"term":"1234","count":177,"sections":1,"gpa":3.531073446327684}]},{"uid":"instructor_c9355e989e5259cbadd39340","name":"TIMOTHY OSSOWSKI","count":177,"terms":[{"term":"1234","count":177,"sections":1,"gpa":3.531073446327684}]},{"uid":"instructor_561aabcf98f297a6efb341be","name":"EDWARD HALIM","count":140,"terms":[{"term":"1244","count":140,"sections":1,"gpa":3.25}]},{"uid":"instructor_a5c2cad1e1b4901c4d48c6cf","name":"YUSEN LIU","count":140,"terms":[{"term":"1244","count":140,"sections":1,"gpa":3.25}]},{"uid":"instructor_9fd5ae17aeab940db9de2ba1","name":"YUCHEN ZENG","count":125,"terms":[{"term":"1204","count":125,"sections":1,"gpa":3.736}]},{"uid":"instructor_bcae3420a0314f7556916766","name":"CHAO-HSIANG CHUNG","count":125,"terms":[{"term":"1204","count":125,"sections":1,"gpa":3.736}]},{"uid":"instructor_fecc15d280daaef51849716c","name":"BHAVYA GOYAL","count":125,"terms":[{"term":"1204","count":125,"sections":1,"gpa":3.736}]},{"uid":"instructor_40345be296866fe3dcdc048a","name":"ZHENMEI SHI","count":114,"terms":[{"term":"1204","count":114,"sections":1,"gpa":3.6271929824561404}]},{"uid":"instructor_e567bcb0f9377cc9ba72c4e4","name":"YELUN BAO","count":114,"terms":[{"term":"1204","count":114,"sections":1,"gpa":3.6271929824561404}]},{"uid":"instructor_05f24db7abb304ad08bd7c75","name":"SOURAV PAL","count":110,"terms":[{"term":"1204","count":110,"sections":1,"gpa":3.7227272727272727}]},{"uid":"instructor_45c68b85d6156a4cd2da71df","name":"DEEPAN DAS","count":110,"terms":[{"term":"1204","count":110,"sections":1,"gpa":3.7227272727272727}]},{"uid":"instructor_fc50f0afdc16c910c2744d6c","name":"NITHIN VENKATESH","count":110,"terms":[{"term":"1204","count":110,"sections":1,"gpa":3.7227272727272727}]},{"uid":"instructor_0b933671cbe95c9e9ba88474","name":"PEYMAN MORTEZA","count":85,"terms":[{"term":"1222","count":85,"sections":1,"gpa":3.588235294117647}]},{"uid":"instructor_742ced245e7dbe3d76b17d2a","name":"JOHN BALIS","count":75,"terms":[{"term":"1242","count":75,"sections":1,"gpa":3.3733333333333335}]}],"following":[{"code":"ASTRON 590","title":"ASTRODYNAMICS"},{"code":"ATMOCN 573","title":"RESEARCH COMPUTING IN ATMOSPHERIC AND OCEANIC SCIENCES"},{"code":"BME/ECE 463","title":"COMPUTERS IN MEDICINE"},{"code":"BSE 405","title":"ARTIFICIAL INTELLIGENCE IN AGRICULTURE"},{"code":"CIVENGR/GLE 511","title":"MIXING AND TRANSPORT IN THE ENVIRONMENT"},{"code":"COMPSCI 300","title":"PROGRAMMING II"},{"code":"COMPSCI 320","title":"DATA SCIENCE PROGRAMMING II"},{"code":"COMPSCI 402","title":"INTRODUCING COMPUTER SCIENCE TO K-12 STUDENTS"},{"code":"COMPSCI 541","title":"THEORY & ALGORITHMS FOR DATA SCIENCE"},{"code":"COMPSCI/ECE/ISYE 524","title":"INTRODUCTION TO OPTIMIZATION"},{"code":"COMPSCI/ECE/ME 532","title":"MATRIX METHODS IN MACHINE LEARNING"},{"code":"COMPSCI/ECE/ME 539","title":"INTRODUCTION TO ARTIFICIAL NEURAL NETWORKS"},{"code":"COMPSCI/ISYE 526","title":"ADVANCED LINEAR PROGRAMMING"},{"code":"COMPSCI/MATH 513","title":"NUMERICAL LINEAR ALGEBRA"},{"code":"COMPSCI/MATH 514","title":"NUMERICAL ANALYSIS"},{"code":"EMA/EP 471","title":"INTERMEDIATE PROBLEM SOLVING FOR ENGINEERS"},{"code":"EP 476","title":"INTRODUCTION TO SCIENTIFIC COMPUTING FOR ENGINEERING PHYSICS"},{"code":"GEOG 573","title":"ADVANCED GEOCOMPUTING AND GEOSPATIAL BIG DATA ANALYTICS"},{"code":"INFOSYS 371","title":"TECHNOLOGY OF COMPUTER-BASED BUSINESS SYSTEMS"},{"code":"ISYE 521","title":"MACHINE LEARNING IN ACTION FOR INDUSTRIAL ENGINEERS"},{"code":"ISYE 620","title":"SIMULATION MODELING AND ANALYSIS"},{"code":"ISYE/ME 643","title":"PERFORMANCE ANALYSIS OF MANUFACTURING SYSTEMS"},{"code":"MATH 345","title":"LINEAR ALGEBRA AND OPTIMIZATION"},{"code":"MATH 444","title":"GRAPHS AND NETWORKS IN DATA SCIENCE"},{"code":"ME 331","title":"COMPUTER-AIDED ENGINEERING"},{"code":"ME 459","title":"COMPUTING CONCEPTS FOR APPLICATIONS IN ENGINEERING"},{"code":"ME 468","title":"COMPUTER MODELING AND SIMULATION OF AUTONOMOUS VEHICLES AND ROBOTS"},{"code":"ME 472","title":"ENERGY, SUSTAINABILITY, AND TECHNOLOGY"},{"code":"STAT 405","title":"DATA SCIENCE COMPUTING PROJECT"}],"projection":{"target":"1272","interval":{"lower":3.18,"upper":3.63,"coverage":80,"terms":4},"gpa":3.402666388302654,"grades":[{"grade":"A","percentage":33.54256617482217},{"grade":"AB","percentage":34.2970117825628},{"grade":"B","percentage":23.313852592849155},{"grade":"BC","percentage":4.092723454741379},{"grade":"C","percentage":2.2325877428856944},{"grade":"D","percentage":1.418290990834669},{"grade":"F","percentage":1.102967261304132}],"sourceTerms":["1262","1252","1242","1232","1222"],"sourceCount":4600,"sameSeason":true,"historicalRange":[3.3092037228541886,3.473451327433628],"backtest":{"terms":4,"gpaError":0.10441614682492173,"mixError":13.566539839679418}}}}