# COMPSCI 407: Foundations of Mobile Systems and Applications | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_407) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 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 None recorded. ### student summary #### context hash 866d4d34d551113e384ec2e53db1cd140bca3f35395661e2e4733ae13d29259a #### course id COMPSCI 407 #### current instructors ```json [ { "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 Lab projects require guessing autograder implementations for Android development, which is described as impossible without documentation. ```json { "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" } ] } ``` #### errors None recorded. #### historical context 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. ```json { "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" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Mouna Kacem's COMPSCI 407 course is poorly supported, featuring undocumented autograders and exams with unexpected physics content. ```json { "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" } ] } ``` 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). ```json { "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" } ] } ``` #### student experience Students face frustration due to lack of documentation for autograders and exams containing irrelevant physics material. ```json { "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" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history 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. ```json { "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" } ] } ``` 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. ```json { "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" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "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 None recorded. #### root n0 #### status parsed ### instructors ```json [ { "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 ```json [ { "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 ```json [ { "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 ```json [ { "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 ```json [ { "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 None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_24eab2446bdb8e3067c39f55-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_24eab2446bdb8e3067c39f55-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_24eab2446bdb8e3067c39f55-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_24eab2446bdb8e3067c39f55-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_24eab2446bdb8e3067c39f55-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_24eab2446bdb8e3067c39f55-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_24eab2446bdb8e3067c39f55-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_24eab2446bdb8e3067c39f55-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_24eab2446bdb8e3067c39f55-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_24eab2446bdb8e3067c39f55-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.633426966292135 #### count 1780 #### university ##### size 4265 ##### gpa Percentile 40 ##### count Percentile 96 ##### median Count 128 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 315 | false | | 3.2–3.6 | 1210 | false | | 3.6–4.0 | 2726 | true | #### departments ```json [ { "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 ###### gpa Percentile 65 ###### count Percentile 47 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 39 | false | | 2.8–3.2 | 223 | false | | 3.2–3.6 | 278 | true | | 3.6–4.0 | 280 | false | ##### departments ```json [ { "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 ###### gpa Percentile 65 ###### count Percentile 56 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 229 | false | | 3.2–3.6 | 304 | true | | 3.6–4.0 | 287 | false | ##### departments ```json [ { "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 ###### gpa Percentile 66 ###### count Percentile 62 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 243 | false | | 3.2–3.6 | 302 | false | | 3.6–4.0 | 299 | true | ##### departments ```json [ { "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 ###### gpa Percentile 78 ###### count Percentile 69 ###### median Count 63 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 38 | false | | 2.8–3.2 | 237 | false | | 3.2–3.6 | 326 | false | | 3.6–4.0 | 334 | true | ##### departments ```json [ { "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 ###### gpa Percentile 79 ###### count Percentile 46 ###### median Count 64.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 350 | false | | 3.6–4.0 | 345 | true | ##### departments ```json [ { "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 ###### gpa Percentile 50 ###### count Percentile 66 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 37 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 319 | true | | 3.6–4.0 | 390 | false | ##### departments ```json [ { "subject": "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 ###### gpa Percentile 57 ###### count Percentile 82 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 29 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 332 | true | | 3.6–4.0 | 369 | false | ##### departments ```json [ { "subject": "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 ###### gpa Percentile 38 ###### count Percentile 76 ###### median Count 65.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "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 ###### gpa Percentile 23 ###### count Percentile 86 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "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 ###### gpa Percentile 69 ###### count Percentile 91 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "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 ###### gpa Percentile 60 ###### count Percentile 93 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "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 ###### gpa Percentile 38 ###### count Percentile 90 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "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 ###### top Share 82.0552129130246 ###### count 128 ##### COMPSCI ###### size 97 ###### gpa 3.574847371564644 ###### top Share 78.2049269193014 ###### count 252 #### terms ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### COMPSCI ###### size 22 ###### gpa 3.1674244675767893 ###### top Share 54.635052791099376 ###### count 59 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### COMPSCI ###### size 22 ###### gpa 3.2424086213492718 ###### top Share 59.28222765244668 ###### count 68 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ###### COMPSCI ###### size 26 ###### gpa 3.263233863996996 ###### top Share 58.711877593449 ###### count 70.5 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### COMPSCI ###### size 31 ###### gpa 3.3515611477246905 ###### top Share 66.93977839039297 ###### count 63 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### COMPSCI ###### size 35 ###### gpa 3.3323013900568625 ###### top Share 63.38685451839816 ###### count 56 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### COMPSCI ###### size 32 ###### gpa 3.2951719476979457 ###### top Share 63.07751525075427 ###### count 84 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### COMPSCI ###### size 30 ###### gpa 3.3383019285046376 ###### top Share 63.22952984555728 ###### count 108 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### COMPSCI ###### size 42 ###### gpa 3.6240893265324647 ###### top Share 79.98991493017058 ###### count 90.5 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### COMPSCI ###### size 46 ###### gpa 3.4266761668874532 ###### top Share 68.93117403010548 ###### count 94.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### COMPSCI ###### size 52 ###### gpa 3.5206188715369935 ###### top Share 74.2043106737207 ###### count 99 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ## instructor Trends ```json [ { "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 None recorded. ## projection ### target 1272 ### gpa 3.6348140451879396 ### grades | grade | percentage | | ----- | ------------------- | | A | 52.06360919266453 | | AB | 31.318959895585618 | | B | 11.853887178561674 | | BC | 3.673457575639455 | | C | 0.16000160001600014 | | D | 0.5452994387705163 | | F | 0.38478511876219035 | ### source Terms * 1262 * 1252 * 1242 * 1222 ### source Count 1048 ### same Season true ### historical Range * 3.318877551020408 * 3.806273062730627 ### backtest #### terms 3 #### gpa Error 0.11929425666827746 #### mix Error 18.238591209402095