{"schema_version":1,"url":"https://uwcourses.com/courses/COMPSCI_407","title":"COMPSCI 407: Foundations of Mobile Systems and Applications | 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":"6ff8f7dbfada6a82928132c52ed99159feafbac02c9f0cd4405251d8dd16d7af","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","catalog_version_id":"3f6263d2999cf305e3fee7f7bf77e17d3d7dec5059e058a392c3928dae167924","course_number":407,"subjects":["COMPSCI"],"title":"FOUNDATIONS OF MOBILE SYSTEMS AND APPLICATIONS","description":"Design and implementation of applications, systems, and services for mobile platforms with (i) constraints, such as limited processing, memory, energy, interfaces, variable bandwidth, and high mobility, and (ii) features, such as touchscreens, cameras, electronic compasses, GPS, and accelerometers.","requirements_text":"COMP SCI 400or graduate/professional standing","credits_min":3,"credits_max":3,"credit_offering_ids":["1272:266:023601"],"llm_job_id":"enrich-f516c4d3e82cfe326b4f5f54","llm_output_id":"718e61e0b9daa8844fd065744e60bee972fb26cce57a94306a04ffb7076e3d10","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"COMPSCI 407 teaches the design and implementation of mobile applications and systems, addressing platform-specific constraints and features.","llm_topics":["Mobile hardware interfaces and sensors","Mobile resource constraints"],"llm_skills":["Mobile application and system design","Optimization for mobile constraints"],"llm_assumed_background":["Data structures, algorithms, and professional software design practices"],"llm_search_phrases":["mobile systems design","mobile application development","mobile platform constraints","COMPSCI 407 prerequisites"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"valid","catalog_variants":[],"student_summary":{"context_hash":"866d4d34d551113e384ec2e53db1cd140bca3f35395661e2e4733ae13d29259a","course_id":"COMPSCI 407","current_instructors":[{"instructor_uid":"instructor_33b6ae0f51f7cbf95cdb26c9","message":null,"name":"Mouna Kacem","review_status":"supported","rmp_instructor_id":"rmp:2360531","summary":[{"citations":[{"instructor_name":"Mouna Kacem","review_date":"2025-12-18 23:14:16 +0000 UTC","review_id":"661626a8e7bf01319791cef8","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2360531","source_review_id":"UmF0aW5nLTQyMzM3MTcz","source_url":"https://www.ratemyprofessors.com/professor/2360531","type":"review"}],"text":"Mouna Kacem receives criticism for providing autograders without documentation, forcing students to guess implementation details in Android development. Additionally, exams are reported to include unexpected physics content, contributing to a low quality rating."},{"citations":[{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2023: 3.81 GPA, 91.1% A/AB (n=271 letter grades); Fall 2024: 3.76 GPA, 93.4% A/AB (n=317 letter grades); Fall 2025: 3.59 GPA, 83.3% A/AB (n=264 letter grades). Includes jointly taught sections."}]}],"difficulty_workload":[{"citations":[{"instructor_name":"Mouna Kacem","review_date":"2025-12-18 23:14:16 +0000 UTC","review_id":"661626a8e7bf01319791cef8","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2360531","source_review_id":"UmF0aW5nLTQyMzM3MTcz","source_url":"https://www.ratemyprofessors.com/professor/2360531","type":"review"}],"text":"Lab projects require guessing autograder implementations for Android development, which is described as impossible without documentation."}],"errors":[],"historical_context":[{"citations":[{"instructor_name":"Suman Banerjee","review_date":"2013-10-19 19:57:08 +0000 UTC","review_id":"e81a510f7b17a0c8f0827353","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTIyMTkzNTg4","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2014-05-08 13:15:23 +0000 UTC","review_id":"70e1862f560d730d39af60b8","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTIzMTk4MDI5","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2016-01-06 21:10:45 +0000 UTC","review_id":"1abbd295957047225356ad57","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTI1ODkxODU4","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2016-05-24 15:39:04 +0000 UTC","review_id":"f372425a55c21fe89855399f","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTI2NjQ0ODky","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2017-04-19 18:10:30 +0000 UTC","review_id":"e1d62da92b7504250eb6aca7","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTI4MDgxMjIz","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2017-04-25 22:11:36 +0000 UTC","review_id":"374cd2669269bac0eba6e266","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTI4MTI2NjA0","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2020-05-15 05:55:04 +0000 UTC","review_id":"484664ad61b57f2938f53f93","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTMzMzAyNTA2","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"},{"instructor_name":"Suman Banerjee","review_date":"2025-12-18 23:15:10 +0000 UTC","review_id":"343c579b61a2f1c15caaf0ec","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1820723","source_review_id":"UmF0aW5nLTQyMzM3MTk1","source_url":"https://www.ratemyprofessors.com/professor/1820723","type":"review"}],"text":"Historical reviews of Suman Banerjee: Suman Banerjee’s course emphasizes a final app project that constitutes the majority of the grade, often requiring significant self-directed learning. Reviewers frequently describe the lectures as disorganized or disconnected from the practical project work, though the professor is noted as caring and generous with grading for those who complete the project."}],"message":null,"offered":true,"profile_hash":"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1","quick_take":[{"citations":[{"instructor_name":"Mouna Kacem","review_date":"2025-12-18 23:14:16 +0000 UTC","review_id":"661626a8e7bf01319791cef8","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2360531","source_review_id":"UmF0aW5nLTQyMzM3MTcz","source_url":"https://www.ratemyprofessors.com/professor/2360531","type":"review"}],"text":"Mouna Kacem's COMPSCI 407 course is poorly supported, featuring undocumented autograders and exams with unexpected physics content."},{"citations":[{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2023: 3.81 GPA, 91.1% A/AB (n=271 letter grades); Fall 2024: 3.76 GPA, 93.4% A/AB (n=317 letter grades); Fall 2025: 3.59 GPA, 83.3% A/AB (n=264 letter grades)."}],"student_experience":[{"citations":[{"instructor_name":"Mouna Kacem","review_date":"2025-12-18 23:14:16 +0000 UTC","review_id":"661626a8e7bf01319791cef8","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2360531","source_review_id":"UmF0aW5nLTQyMzM3MTcz","source_url":"https://www.ratemyprofessors.com/professor/2360531","type":"review"}],"text":"Students face frustration due to lack of documentation for autograders and exams containing irrelevant physics material."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"MOUNA AYARI BEN HADJ KACEM is recorded teaching in Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1124","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1134","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1144","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1154","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1154","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1162","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1164","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1174","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1204","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI 407","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","source_record":{"entity_id":"c26762d3-8642-3c0a-bb14-8a12252a2cfa","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"SUMAN BANERJEE is recorded teaching in Spring 2012, Spring 2013, Spring 2014, Spring 2015, Fall 2015, Spring 2016, Spring 2017, Spring 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. 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"],"condition":null,"course":null,"evidence":"COMP SCI 400or graduate/professional standing","id":"n0","kind":"any"},{"children":[],"condition":null,"course":{"course_number":400,"minimum_grade":null,"subjects":["COMPSCI"],"timing":"prior"},"evidence":"COMP SCI 400","id":"n1","kind":"course"},{"children":[],"condition":"graduate/professional standing","course":null,"evidence":"graduate/professional standing","id":"n2","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"},"instructors":[{"instructor_uid":"instructor_33b6ae0f51f7cbf95cdb26c9","source":"enrollment","source_instructor_id":"ayaribenhadj","identity_basis":"netid","identity_status":"source_identified","name":"Mouna Kacem","email":"AYARIBENHADJ@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":60,"quality":2.57,"difficulty":3.1,"quality_count":60,"difficulty_count":60,"profile_id":"rmp:2360531","source_url":"https://www.ratemyprofessors.com/professor/2360531","match_basis":"exact_name","observed_at":"2026-09-07 16:16:24.702483+00:00","courses":{"course_24eab2446bdb8e3067c39f55":{"review_count":1,"quality":1,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_28c3390ba944d49fd17f7c72":{"review_count":59,"quality":2.59,"difficulty":3.1,"quality_count":59,"difficulty_count":59}},"bayesian_quality":2.842421445886649,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MOUNA_KACEM"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:266:023601","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1272","source_course_id":"023601","source_subject_id":"266","title":"Foundations of Mobile Systems and Applications","credits_min":3,"credits_max":3,"typically_offered":"Fall, Spring"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:27334","term_id":"1272","source_section_id":"27334","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":280,"enrolled":256,"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:1272:27335","term_id":"1272","source_section_id":"27335","identity_basis":"class_number","section_number":"311","section_type":"DIS","instruction_mode":"Classroom Instruction","capacity":280,"enrolled":256,"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_edbef4ea9b58524915392e33","source":"madgrades","source_instructor_id":"3661702","identity_basis":"source_id","identity_status":"source_identified","name":"SUMAN BANERJEE","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":20,"quality":2.95,"difficulty":2.6,"quality_count":20,"difficulty_count":20,"profile_id":"rmp:1820723","source_url":"https://www.ratemyprofessors.com/professor/1820723","match_basis":"exact_name","observed_at":"2026-09-07 16:04:26.133394+00:00","courses":{"course_24eab2446bdb8e3067c39f55":{"review_count":8,"quality":3.62,"difficulty":2.62,"quality_count":8,"difficulty_count":8},"course_ab7d07685857737322064a42":{"review_count":11,"quality":2.27,"difficulty":2.64,"quality_count":11,"difficulty_count":11},"course_9516358d6aa5ed8630fee521":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.3048428917732977,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.686,"graded":3405,"counts":[2116,756,371,88,44,19,11],"sections":306},"instructor_url":"/instructors/SUMAN_BANERJEE--instructor_edbef4ea9b58524915392e33"},{"instructor_uid":"instructor_c76be54c9d5ed1e04331eb07","source":"madgrades","source_instructor_id":"4404107","identity_basis":"source_id","identity_status":"source_identified","name":"JOSHUA TABOR","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":3.597,"graded":345,"counts":[157,120,50,14,4,0,0],"sections":5},"instructor_url":"/instructors/JOSHUA_TABOR--instructor_c76be54c9d5ed1e04331eb07"},{"instructor_uid":"instructor_ea4241126949d8add4fc84a6","source":"madgrades","source_instructor_id":"6091481","identity_basis":"source_id","identity_status":"source_identified","name":null,"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":3.64,"graded":118,"counts":[64,31,17,4,2,0,0],"sections":1},"instructor_url":"/instructors/UNKNOWN_INSTRUCTOR--instructor_ea4241126949d8add4fc84a6"},{"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_0ccec9d3eda826dfa723a235","source":"madgrades","source_instructor_id":"6248778","identity_basis":"source_id","identity_status":"source_identified","name":"MOHIT LOGANATHAN","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":3.417,"graded":787,"counts":[316,202,181,58,10,10,10],"sections":4},"instructor_url":"/instructors/MOHIT_LOGANATHAN"},{"instructor_uid":"instructor_2abdd5ef75900262c1b09355","source":"madgrades","source_instructor_id":"6294901","identity_basis":"source_id","identity_status":"source_identified","name":"KEATON LEPPANEN","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":3.389,"graded":256,"counts":[72,96,53,33,0,2,0],"sections":2},"instructor_url":"/instructors/KEATON_LEPPANEN"},{"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_012741a1241cc12d425a4863","source":"madgrades","source_instructor_id":"6551667","identity_basis":"source_id","identity_status":"source_identified","name":"JIANGYI 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":3.61,"graded":807,"counts":[493,150,106,22,16,11,9],"sections":4},"instructor_url":"/instructors/JIANGYI_LIU"},{"instructor_uid":"instructor_0af59dd8e57518c389e3ba51","source":"madgrades","source_instructor_id":"6254498","identity_basis":"source_id","identity_status":"source_identified","name":"RAMAPRIYA RANGANATH","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":3.754,"graded":134,"counts":[99,19,10,3,0,3,0],"sections":1},"instructor_url":"/instructors/RAMAPRIYA_RANGANATH"},{"instructor_uid":"instructor_20d96df86c82e1065cde1cc5","source":"madgrades","source_instructor_id":"6462921","identity_basis":"source_id","identity_status":"source_identified","name":"YUYUAN KANG","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":3.445,"graded":671,"counts":[294,168,137,37,14,16,5],"sections":5},"instructor_url":"/instructors/YUYUAN_KANG"},{"instructor_uid":"instructor_2c2cb591d83fd0dddbead554","source":"madgrades","source_instructor_id":"6512695","identity_basis":"source_id","identity_status":"source_identified","name":"MANASWINI GOGINENI","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":3.638,"graded":473,"counts":[242,155,61,9,0,5,1],"sections":4},"instructor_url":"/instructors/MANASWINI_GOGINENI"},{"instructor_uid":"instructor_4c91690f6e39b1f96f33a6f4","source":"madgrades","source_instructor_id":"6458616","identity_basis":"source_id","identity_status":"source_identified","name":"SUMEDHA JOSHIRAO","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":3.754,"graded":134,"counts":[99,19,10,3,0,3,0],"sections":1},"instructor_url":"/instructors/SUMEDHA_JOSHIRAO"},{"instructor_uid":"instructor_90c501250aaf2d357eb943e3","source":"madgrades","source_instructor_id":"6112165","identity_basis":"source_id","identity_status":"source_identified","name":"MOUNA AYARI BEN HADJ KACEM","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":3.33,"graded":4624,"counts":[1756,1162,1041,314,133,133,85],"sections":33},"instructor_url":"/instructors/MOUNA_AYARI_BEN_HADJ_KACEM"},{"instructor_uid":"instructor_a33aa14c1b03a6bee00a9c8c","source":"madgrades","source_instructor_id":"6453484","identity_basis":"source_id","identity_status":"source_identified","name":"VARAN SHUKLA","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":3.754,"graded":134,"counts":[99,19,10,3,0,3,0],"sections":1},"instructor_url":"/instructors/VARAN_SHUKLA--instructor_a33aa14c1b03a6bee00a9c8c"},{"instructor_uid":"instructor_bb7c5f58dfaa628ffb43df67","source":"madgrades","source_instructor_id":"6557716","identity_basis":"source_id","identity_status":"source_identified","name":"POOJA YADAV","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":3.334,"graded":606,"counts":[256,124,119,57,18,27,5],"sections":4},"instructor_url":"/instructors/POOJA_YADAV--instructor_bb7c5f58dfaa628ffb43df67"},{"instructor_uid":"instructor_e55fda59eadcbd30282b2ec9","source":"madgrades","source_instructor_id":"6375078","identity_basis":"source_id","identity_status":"source_identified","name":"CHENDONG 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":3.675,"graded":764,"counts":[421,235,86,15,1,4,2],"sections":5},"instructor_url":"/instructors/CHENDONG_WANG--instructor_e55fda59eadcbd30282b2ec9"},{"instructor_uid":"instructor_34c595333f2fb349e4943386","source":"madgrades","source_instructor_id":"6290540","identity_basis":"source_id","identity_status":"source_identified","name":"XINCHENG XIE","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":3.545,"graded":829,"counts":[392,263,103,31,29,6,5],"sections":5},"instructor_url":"/instructors/XINCHENG_XIE"},{"instructor_uid":"instructor_4dc17502a42d090c746e569e","source":"madgrades","source_instructor_id":"6655832","identity_basis":"source_id","identity_status":"source_identified","name":"SARAH 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":3.67,"graded":212,"counts":[116,67,24,3,0,0,2],"sections":2},"instructor_url":"/instructors/SARAH_TANVEER--instructor_4dc17502a42d090c746e569e"},{"instructor_uid":"instructor_933c5b88eab0a3c758d8cdac","source":"madgrades","source_instructor_id":"6555514","identity_basis":"source_id","identity_status":"source_identified","name":"ASHU KUMAR","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":3.349,"graded":295,"counts":[126,73,47,15,20,10,4],"sections":2},"instructor_url":"/instructors/ASHU_KUMAR"},{"instructor_uid":"instructor_aad83a9ae670f22cc1b2e7e4","source":"madgrades","source_instructor_id":"6657653","identity_basis":"source_id","identity_status":"source_identified","name":"JIN PAN","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":3.65,"graded":574,"counts":[303,188,66,8,3,1,5],"sections":3},"instructor_url":"/instructors/JIN_PAN--instructor_aad83a9ae670f22cc1b2e7e4"},{"instructor_uid":"instructor_265dbe3d0acbdcd651fa81ba","source":"madgrades","source_instructor_id":"6753955","identity_basis":"source_id","identity_status":"source_identified","name":"HOJEONG LEE","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":3.581,"graded":303,"counts":[120,126,51,4,0,1,1],"sections":2},"instructor_url":"/instructors/HOJEONG_LEE"},{"instructor_uid":"instructor_5260028d741ea405d9e4c148","source":"madgrades","source_instructor_id":"6384220","identity_basis":"source_id","identity_status":"source_identified","name":"JAY CHEN","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":3.545,"graded":377,"counts":[166,130,54,13,10,3,1],"sections":2},"instructor_url":"/instructors/JAY_CHEN"},{"instructor_uid":"instructor_33b6ae0f51f7cbf95cdb26c9","source":"enrollment","source_instructor_id":"ayaribenhadj","identity_basis":"netid","identity_status":"source_identified","name":"Mouna Kacem","email":"AYARIBENHADJ@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":60,"quality":2.57,"difficulty":3.1,"quality_count":60,"difficulty_count":60,"profile_id":"rmp:2360531","source_url":"https://www.ratemyprofessors.com/professor/2360531","match_basis":"exact_name","observed_at":"2026-09-07 16:16:24.702483+00:00","courses":{"course_24eab2446bdb8e3067c39f55":{"review_count":1,"quality":1,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_28c3390ba944d49fd17f7c72":{"review_count":59,"quality":2.59,"difficulty":3.1,"quality_count":59,"difficulty_count":59}},"bayesian_quality":2.842421445886649,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MOUNA_KACEM"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1124","term_name":"Spring 2012","instructors":["Suman Banerjee"],"a":29,"ab":21,"b":10,"bc":2,"c":0,"d":1,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":64,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1134","term_name":"Spring 2013","instructors":["Suman Banerjee"],"a":33,"ab":25,"b":15,"bc":0,"c":0,"d":1,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":75,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1144","term_name":"Spring 2014","instructors":["Suman Banerjee"],"a":40,"ab":29,"b":12,"bc":2,"c":0,"d":0,"f":1,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":84,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1154","term_name":"Spring 2015","instructors":["Suman Banerjee"],"a":63,"ab":25,"b":9,"bc":0,"c":1,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":98,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1162","term_name":"Fall 2015","instructors":["Suman Banerjee"],"a":39,"ab":16,"b":4,"bc":0,"c":1,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":60,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1164","term_name":"Spring 2016","instructors":["Suman Banerjee"],"a":46,"ab":30,"b":6,"bc":0,"c":3,"d":5,"f":1,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":91,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1174","term_name":"Spring 2017","instructors":["Suman Banerjee"],"a":63,"ab":44,"b":31,"bc":4,"c":0,"d":2,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":144,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1204","term_name":"Spring 2020","instructors":["JOSHUA TABOR","Suman Banerjee"],"a":64,"ab":31,"b":17,"bc":4,"c":2,"d":0,"f":0,"satisfactory":14,"unsatisfactory":2,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":134,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1222","term_name":"Fall 2021","instructors":["ISHA PADMANABAN","KEATON LEPPANEN","MOHIT LOGANATHAN","MUHAMMAD HARIS NOOR","Suman Banerjee"],"a":52,"ab":62,"b":47,"bc":33,"c":0,"d":2,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":196,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1242","term_name":"Fall 2023","instructors":["CHENDONG WANG","JIANGYI LIU","MANASWINI GOGINENI","Mouna Kacem","POOJA YADAV","RAMAPRIYA RANGANATH","SUMEDHA JOSHIRAO","Suman Banerjee","VARAN SHUKLA","YUYUAN KANG"],"a":209,"ab":38,"b":16,"bc":3,"c":2,"d":3,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":272,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1252","term_name":"Fall 2024","instructors":["ASHU KUMAR","CHENDONG WANG","JIN PAN","Mouna Kacem","POOJA YADAV","SARAH TANVEER","Suman Banerjee","XINCHENG XIE","YUYUAN KANG"],"a":205,"ab":91,"b":18,"bc":0,"c":0,"d":0,"f":3,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":317,"source_aliases":["COMPSCI 407"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI 407","course_uid":"course_24eab2446bdb8e3067c39f55","term_id":"1262","term_name":"Fall 2025","instructors":["CHENDONG WANG","Hong Beom Lee","JAY CHEN","JIN PAN","MANASWINI GOGINENI","Mouna Kacem","Suman Banerjee","XINCHENG XIE"],"a":103,"ab":117,"b":38,"bc":4,"c":0,"d":1,"f":1,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":2,"no_work":0,"not_reported":0,"other":0,"total":266,"source_aliases":["COMPSCI 407"]}],"statistics":{"gpa":3.633,"graded":1780,"counts":[946,529,223,52,9,15,6]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_24eab2446bdb8e3067c39f55-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_24eab2446bdb8e3067c39f55-0.json"],"reviews":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_24eab2446bdb8e3067c39f55-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_24eab2446bdb8e3067c39f55-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_24eab2446bdb8e3067c39f55-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.633426966292135,"count":1780,"university":{"size":4265,"gpaPercentile":40,"countPercentile":96,"medianCount":128,"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":315,"current":false},{"range":"3.2–3.6","count":1210,"current":false},{"range":"3.6–4.0","count":2726,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":97,"gpaPercentile":53,"countPercentile":89,"medianCount":252,"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":34,"current":false},{"range":"3.6–4.0","count":50,"current":true}]}}]},"terms":{"1124":{"term":"1124","gpa":3.5793650793650795,"count":63,"university":{"size":821,"gpaPercentile":65,"countPercentile":47,"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":1,"current":false},{"range":"2.4–2.8","count":39,"current":false},{"range":"2.8–3.2","count":223,"current":false},{"range":"3.2–3.6","count":278,"current":true},{"range":"3.6–4.0","count":280,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":22,"gpaPercentile":86,"countPercentile":62,"medianCount":59,"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":3,"current":false},{"range":"2.8–3.2","count":10,"current":false},{"range":"3.2–3.6","count":6,"current":true},{"range":"3.6–4.0","count":3,"current":false}]}}]},"1134":{"term":"1134","gpa":3.5878378378378377,"count":74,"university":{"size":852,"gpaPercentile":65,"countPercentile":56,"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":30,"current":false},{"range":"2.8–3.2","count":229,"current":false},{"range":"3.2–3.6","count":304,"current":true},{"range":"3.6–4.0","count":287,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":22,"gpaPercentile":86,"countPercentile":62,"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":1,"current":false},{"range":"2.8–3.2","count":9,"current":false},{"range":"3.2–3.6","count":9,"current":true},{"range":"3.6–4.0","count":3,"current":false}]}}]},"1144":{"term":"1144","gpa":3.6011904761904763,"count":84,"university":{"size":878,"gpaPercentile":66,"countPercentile":62,"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":4,"current":false},{"range":"2.4–2.8","count":30,"current":false},{"range":"2.8–3.2","count":243,"current":false},{"range":"3.2–3.6","count":302,"current":false},{"range":"3.6–4.0","count":299,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":26,"gpaPercentile":84,"countPercentile":64,"medianCount":70.5,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":1,"current":false},{"range":"2.8–3.2","count":11,"current":false},{"range":"3.2–3.6","count":9,"current":false},{"range":"3.6–4.0","count":5,"current":true}]}}]},"1154":{"term":"1154","gpa":3.760204081632653,"count":98,"university":{"size":935,"gpaPercentile":78,"countPercentile":69,"medianCount":63,"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":38,"current":false},{"range":"2.8–3.2","count":237,"current":false},{"range":"3.2–3.6","count":326,"current":false},{"range":"3.6–4.0","count":334,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":31,"gpaPercentile":97,"countPercentile":63,"medianCount":63,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":2,"current":false},{"range":"2.8–3.2","count":9,"current":false},{"range":"3.2–3.6","count":11,"current":false},{"range":"3.6–4.0","count":9,"current":true}]}}]},"1162":{"term":"1162","gpa":3.7666666666666666,"count":60,"university":{"size":954,"gpaPercentile":79,"countPercentile":46,"medianCount":64.5,"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":2,"current":false},{"range":"2.4–2.8","count":23,"current":false},{"range":"2.8–3.2","count":234,"current":false},{"range":"3.2–3.6","count":350,"current":false},{"range":"3.6–4.0","count":345,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":35,"gpaPercentile":91,"countPercentile":56,"medianCount":56,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":1,"current":false},{"range":"2.8–3.2","count":14,"current":false},{"range":"3.2–3.6","count":9,"current":false},{"range":"3.6–4.0","count":11,"current":true}]}}]},"1164":{"term":"1164","gpa":3.4945054945054945,"count":91,"university":{"size":965,"gpaPercentile":50,"countPercentile":66,"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":3,"current":false},{"range":"2.4–2.8","count":37,"current":false},{"range":"2.8–3.2","count":216,"current":false},{"range":"3.2–3.6","count":319,"current":true},{"range":"3.6–4.0","count":390,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":32,"gpaPercentile":71,"countPercentile":58,"medianCount":84,"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":3,"current":false},{"range":"2.8–3.2","count":9,"current":false},{"range":"3.2–3.6","count":12,"current":true},{"range":"3.6–4.0","count":7,"current":false}]}}]},"1174":{"term":"1174","gpa":3.548611111111111,"count":144,"university":{"size":955,"gpaPercentile":57,"countPercentile":82,"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":1,"current":false},{"range":"2.4–2.8","count":29,"current":false},{"range":"2.8–3.2","count":224,"current":false},{"range":"3.2–3.6","count":332,"current":true},{"range":"3.6–4.0","count":369,"current":false}]},"departments":[{"subject":"COMPSCI","comparison":{"size":30,"gpaPercentile":66,"countPercentile":72,"medianCount":108,"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":13,"current":false},{"range":"3.2–3.6","count":7,"current":true},{"range":"3.6–4.0","count":9,"current":false}]}}]},"1204":{"term":"1204","gpa":3.639830508474576,"count":118,"university":{"size":1012,"gpaPercentile":38,"countPercentile":76,"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":56,"countPercentile":61,"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}]}}]},"1222":{"term":"1222","gpa":3.318877551020408,"count":196,"university":{"size":1157,"gpaPercentile":23,"countPercentile":86,"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":47,"countPercentile":76,"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}]}}]},"1242":{"term":"1242","gpa":3.8062730627306274,"count":271,"university":{"size":1295,"gpaPercentile":69,"countPercentile":91,"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":false},{"range":"3.6–4.0","count":726,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":52,"gpaPercentile":73,"countPercentile":75,"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":false},{"range":"3.6–4.0","count":22,"current":true}]}}]},"1252":{"term":"1252","gpa":3.7618296529968456,"count":317,"university":{"size":1333,"gpaPercentile":60,"countPercentile":93,"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":false},{"range":"3.6–4.0","count":773,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":54,"gpaPercentile":68,"countPercentile":77,"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":false},{"range":"3.6–4.0","count":22,"current":true}]}}]},"1262":{"term":"1262","gpa":3.585227272727273,"count":264,"university":{"size":1320,"gpaPercentile":38,"countPercentile":90,"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":60,"countPercentile":73,"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}]}}]}},"benchmarks":{"all":{"school":{"size":4265,"gpa":3.662160315845571,"topShare":82.0552129130246,"count":128},"COMPSCI":{"size":97,"gpa":3.574847371564644,"topShare":78.2049269193014,"count":252}},"terms":{"1124":{"school":{"size":821,"gpa":3.406589342026613,"topShare":66.35774230127205,"count":67},"COMPSCI":{"size":22,"gpa":3.1674244675767893,"topShare":54.635052791099376,"count":59}},"1134":{"school":{"size":852,"gpa":3.4138934207568203,"topShare":66.35946578182744,"count":66},"COMPSCI":{"size":22,"gpa":3.2424086213492718,"topShare":59.28222765244668,"count":68}},"1144":{"school":{"size":878,"gpa":3.4092443327803017,"topShare":65.95978235963416,"count":64},"COMPSCI":{"size":26,"gpa":3.263233863996996,"topShare":58.711877593449,"count":70.5}},"1154":{"school":{"size":935,"gpa":3.4282378385810093,"topShare":67.66674668721691,"count":63},"COMPSCI":{"size":31,"gpa":3.3515611477246905,"topShare":66.93977839039297,"count":63}},"1162":{"school":{"size":954,"gpa":3.43726781345039,"topShare":68.05645304987395,"count":64.5},"COMPSCI":{"size":35,"gpa":3.3323013900568625,"topShare":63.38685451839816,"count":56}},"1164":{"school":{"size":965,"gpa":3.46491230798535,"topShare":69.92376287143657,"count":68},"COMPSCI":{"size":32,"gpa":3.2951719476979457,"topShare":63.07751525075427,"count":84}},"1174":{"school":{"size":955,"gpa":3.4597947384071412,"topShare":69.5290038366363,"count":69},"COMPSCI":{"size":30,"gpa":3.3383019285046376,"topShare":63.22952984555728,"count":108}},"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}},"1222":{"school":{"size":1157,"gpa":3.563052311875811,"topShare":76.64869058732418,"count":64},"COMPSCI":{"size":46,"gpa":3.4266761668874532,"topShare":68.93117403010548,"count":94.5}},"1242":{"school":{"size":1295,"gpa":3.595302892737449,"topShare":78.36291889885307,"count":67},"COMPSCI":{"size":52,"gpa":3.5206188715369935,"topShare":74.2043106737207,"count":99}},"1252":{"school":{"size":1333,"gpa":3.619494049739118,"topShare":79.71442190500672,"count":69},"COMPSCI":{"size":54,"gpa":3.5244021201456657,"topShare":75.07938169795783,"count":101}},"1262":{"school":{"size":1320,"gpa":3.628825763035853,"topShare":80.21118846327654,"count":70},"COMPSCI":{"size":53,"gpa":3.533845597774486,"topShare":75.31824598445624,"count":82}}}}},"instructorTrends":[{"uid":"instructor_edbef4ea9b58524915392e33","name":"SUMAN BANERJEE","count":1780,"terms":[{"term":"1124","count":63,"sections":1,"gpa":3.5793650793650795},{"term":"1134","count":74,"sections":1,"gpa":3.5878378378378377},{"term":"1144","count":84,"sections":1,"gpa":3.6011904761904763},{"term":"1154","count":98,"sections":2,"gpa":3.760204081632653},{"term":"1162","count":60,"sections":1,"gpa":3.7666666666666666},{"term":"1164","count":91,"sections":1,"gpa":3.4945054945054945},{"term":"1174","count":144,"sections":1,"gpa":3.548611111111111},{"term":"1204","count":118,"sections":1,"gpa":3.639830508474576},{"term":"1222","count":196,"sections":1,"gpa":3.318877551020408},{"term":"1242","count":271,"sections":2,"gpa":3.8062730627306274},{"term":"1252","count":317,"sections":2,"gpa":3.7618296529968456},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_90c501250aaf2d357eb943e3","name":"MOUNA AYARI BEN HADJ KACEM","count":852,"terms":[{"term":"1242","count":271,"sections":2,"gpa":3.8062730627306274},{"term":"1252","count":317,"sections":2,"gpa":3.7618296529968456},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_e55fda59eadcbd30282b2ec9","name":"CHENDONG WANG","count":565,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582},{"term":"1252","count":167,"sections":1,"gpa":3.745508982035928},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_34c595333f2fb349e4943386","name":"XINCHENG XIE","count":431,"terms":[{"term":"1252","count":167,"sections":1,"gpa":3.745508982035928},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_aad83a9ae670f22cc1b2e7e4","name":"JIN PAN","count":414,"terms":[{"term":"1252","count":150,"sections":1,"gpa":3.78},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_2c2cb591d83fd0dddbead554","name":"MANASWINI GOGINENI","count":398,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582},{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_bb7c5f58dfaa628ffb43df67","name":"POOJA YADAV","count":301,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582},{"term":"1252","count":167,"sections":1,"gpa":3.745508982035928}]},{"uid":"instructor_20d96df86c82e1065cde1cc5","name":"YUYUAN KANG","count":284,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582},{"term":"1252","count":150,"sections":1,"gpa":3.78}]},{"uid":"instructor_265dbe3d0acbdcd651fa81ba","name":"HOJEONG LEE","count":264,"terms":[{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_5260028d741ea405d9e4c148","name":"JAY CHEN","count":264,"terms":[{"term":"1262","count":264,"sections":1,"gpa":3.585227272727273}]},{"uid":"instructor_0b21265e568c538aead92f63","name":"ISHA PADMANABAN","count":196,"terms":[{"term":"1222","count":196,"sections":1,"gpa":3.318877551020408}]},{"uid":"instructor_0ccec9d3eda826dfa723a235","name":"MOHIT LOGANATHAN","count":196,"terms":[{"term":"1222","count":196,"sections":1,"gpa":3.318877551020408}]},{"uid":"instructor_2abdd5ef75900262c1b09355","name":"KEATON LEPPANEN","count":196,"terms":[{"term":"1222","count":196,"sections":1,"gpa":3.318877551020408}]},{"uid":"instructor_cc26b9a2fc0ed8266b1c8826","name":"MUHAMMAD HARIS NOOR","count":196,"terms":[{"term":"1222","count":196,"sections":1,"gpa":3.318877551020408}]},{"uid":"instructor_4dc17502a42d090c746e569e","name":"SARAH TANVEER","count":167,"terms":[{"term":"1252","count":167,"sections":1,"gpa":3.745508982035928}]},{"uid":"instructor_933c5b88eab0a3c758d8cdac","name":"ASHU KUMAR","count":150,"terms":[{"term":"1252","count":150,"sections":1,"gpa":3.78}]},{"uid":"instructor_012741a1241cc12d425a4863","name":"JIANGYI LIU","count":134,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582}]},{"uid":"instructor_0af59dd8e57518c389e3ba51","name":"RAMAPRIYA RANGANATH","count":134,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582}]},{"uid":"instructor_4c91690f6e39b1f96f33a6f4","name":"SUMEDHA JOSHIRAO","count":134,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582}]},{"uid":"instructor_a33aa14c1b03a6bee00a9c8c","name":"VARAN SHUKLA","count":134,"terms":[{"term":"1242","count":134,"sections":1,"gpa":3.753731343283582}]},{"uid":"instructor_c76be54c9d5ed1e04331eb07","name":"JOSHUA TABOR","count":118,"terms":[{"term":"1204","count":118,"sections":1,"gpa":3.639830508474576}]},{"uid":"instructor_ea4241126949d8add4fc84a6","name":"Unknown instructor","count":118,"terms":[{"term":"1204","count":118,"sections":1,"gpa":3.639830508474576}]}],"following":[],"projection":{"target":"1272","interval":null,"gpa":3.6348140451879396,"grades":[{"grade":"A","percentage":52.06360919266453},{"grade":"AB","percentage":31.318959895585618},{"grade":"B","percentage":11.853887178561674},{"grade":"BC","percentage":3.673457575639455},{"grade":"C","percentage":0.16000160001600014},{"grade":"D","percentage":0.5452994387705163},{"grade":"F","percentage":0.38478511876219035}],"sourceTerms":["1262","1252","1242","1222"],"sourceCount":1048,"sameSeason":true,"historicalRange":[3.318877551020408,3.806273062730627],"backtest":{"terms":3,"gpaError":0.11929425666827746,"mixError":18.238591209402095}}}}