# BMI/COMPSCI 775: Computational Network Biology | UW–Madison [View on UW Courses](https://uwcourses.com/courses/BMI_COMPSCI_775) ## 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 c85cca7d9d6e01f21281bdcc291ffb1a8f994403fd52485610f501f0f986ae18 ### course id BMI/COMPSCI 775 ### course uid course\_0655ce380733b04128474575 ### catalog version id 1398d5268aa7fb53c83c636772cf46372c9d0f35856537b554a0dc05d44b39c8 ### course number 775 ### subjects * BMI * COMPSCI ### title COMPUTATIONAL NETWORK BIOLOGY ### description Introduces networks as a powerful representation in many real-world domains including biology and biomedicine. Encompasses theory and applications of networks, also referred to as graphs, to study complex systems such as living organisms. Surveys the current literature on computational, graph-theoretic approaches that use network algorithms for biological modeling, analysis, interpretation, and discovery. Enables hands-on experience in network biology by implementing computational projects. ### requirements text Graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:210:026183 * 1272:266:026183 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id adc69892605bc837daeb04b8592644ca4c51ce3888009706c5757ece70794c7f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Computational Network Biology introduces networks as representations for biological and biomedical systems, covering graph-theoretic theory and algorithmic applications. ### llm topics * Networks in biology and biomedicine * Graph theory and complex systems * Network algorithms for biological discovery ### llm skills * Applying network/graph theory to biological systems * Biological modeling and analysis using network algorithms * Implementing computational projects for network biology ### llm assumed background None recorded. ### llm search phrases * network biology * graph theory applications * computational biology algorithms * biomedical network analysis ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 8423731b04d8ac65c22d5e6890ec08693e7b672dad8a58129a4fc67d0b8d28a7 #### course id BMI/COMPSCI 775 #### current instructors ```json [ { "instructor_uid": "instructor_896263e4e76dc61fe81768d2", "message": "No course-specific reviews available", "name": "Anthony Gitter", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.64 GPA, 85.7% A/AB (n=21 letter grades); Fall 2024: 3.81 GPA, 95.2% A/AB (n=21 letter grades); Fall 2025: 3.75 GPA, 95.5% A/AB (n=22 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_1e028b971677a28f2e2bef50", "message": "No course-specific reviews available", "name": "Sushmita Roy", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1786777", "summary": [ { "citations": [ { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.64 GPA, 85.7% A/AB (n=21 letter grades); Fall 2024: 3.81 GPA, 95.2% A/AB (n=21 letter grades); Fall 2025: 3.75 GPA, 95.5% A/AB (n=22 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.64 GPA, 85.7% A/AB (n=21 letter grades); Fall 2024: 3.81 GPA, 95.2% A/AB (n=21 letter grades); Fall 2025: 3.75 GPA, 95.5% A/AB (n=22 letter grades). ```json { "citations": [ { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ANTHONY GITTER is recorded teaching in Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` SUSHMITA ROY is recorded teaching in Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI/COMPSCI 775", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "source_record": { "entity_id": "38a924f3-ce98-3e9f-b973-1667eaa36525", "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": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_896263e4e76dc61fe81768d2", "source": "enrollment", "source_instructor_id": "agitter", "identity_basis": "netid", "identity_status": "source_identified", "name": "Anthony Gitter", "email": "GITTER@BIOSTAT.WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/ANTHONY_GITTER" }, { "instructor_uid": "instructor_1e028b971677a28f2e2bef50", "source": "enrollment", "source_instructor_id": "sroy8", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sushmita Roy", "email": "SROY8@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": 2, "quality": 3, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:1786777", "source_url": "https://www.ratemyprofessors.com/professor/1786777", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:08.326096+00:00", "courses": { "course_b6dd4ed7259057188cd63bb9": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/SUSHMITA_ROY" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:210:026183", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1272", "source_course_id": "026183", "source_subject_id": "210", "title": "Computational Network Biology", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:026183", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1272", "source_course_id": "026183", "source_subject_id": "266", "title": "Computational Network Biology", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:25523", "term_id": "1272", "source_section_id": "25523", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 25, "enrolled": 6, "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:1272:25670", "term_id": "1272", "source_section_id": "25670", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 25, "enrolled": 20, "waitlisted": 1, "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_1aa801d796cd4d2f6d6b83aa", "source": "madgrades", "source_instructor_id": "3489857", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANTHONY GITTER", "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": 3.634, "graded": 367, "counts": [ 195, 107, 42, 16, 6, 1, 0 ], "sections": 82 }, "instructor_url": "/instructors/ANTHONY_GITTER--instructor_1aa801d796cd4d2f6d6b83aa" }, { "instructor_uid": "instructor_d225b29b2e17e4be5092e5b3", "source": "madgrades", "source_instructor_id": "3973023", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUSHMITA ROY", "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": 2, "quality": 3, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:1786777", "source_url": "https://www.ratemyprofessors.com/professor/1786777", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:08.326096+00:00", "courses": { "course_b6dd4ed7259057188cd63bb9": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.609, "graded": 366, "counts": [ 197, 98, 44, 16, 8, 2, 1 ], "sections": 107 }, "instructor_url": "/instructors/SUSHMITA_ROY--instructor_d225b29b2e17e4be5092e5b3" }, { "instructor_uid": "instructor_e8b545ad995e58c436c1aa43", "source": "madgrades", "source_instructor_id": "5547168", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KRITTISAK CHAIYAKUL", "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": 3.761, "graded": 23, "counts": [ 13, 9, 1, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/KRITTISAK_CHAIYAKUL--instructor_e8b545ad995e58c436c1aa43" }, { "instructor_uid": "instructor_b126bf007588f4b8757105e0", "source": "madgrades", "source_instructor_id": "4005829", "identity_basis": "source_id", "identity_status": "source_identified", "name": "FRANCESCA NIMITYONGSKUL", "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": 3.81, "graded": 21, "counts": [ 14, 6, 1, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/FRANCESCA_NIMITYONGSKUL--instructor_b126bf007588f4b8757105e0" }, { "instructor_uid": "instructor_1e028b971677a28f2e2bef50", "source": "enrollment", "source_instructor_id": "sroy8", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sushmita Roy", "email": "SROY8@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": 2, "quality": 3, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:1786777", "source_url": "https://www.ratemyprofessors.com/professor/1786777", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:08.326096+00:00", "courses": { "course_b6dd4ed7259057188cd63bb9": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/SUSHMITA_ROY" }, { "instructor_uid": "instructor_896263e4e76dc61fe81768d2", "source": "enrollment", "source_instructor_id": "agitter", "identity_basis": "netid", "identity_status": "source_identified", "name": "Anthony Gitter", "email": "GITTER@BIOSTAT.WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/ANTHONY_GITTER" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Anthony Gitter", "KRITTISAK CHAIYAKUL", "Sushmita Roy" ], "a": 13, "ab": 9, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "BMI/COMPSCI 775" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Anthony Gitter", "Sushmita Roy" ], "a": 9, "ab": 9, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 22, "source_aliases": [ "BMI/COMPSCI 775" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Anthony Gitter", "FRANCESCA NIMITYONGSKUL", "Sushmita Roy" ], "a": 14, "ab": 6, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "BMI/COMPSCI 775" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI/COMPSCI 775", "course_uid": "course_0655ce380733b04128474575", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Anthony Gitter", "Sushmita Roy" ], "a": 12, "ab": 9, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "BMI/COMPSCI 775" ] } ] ``` ### statistics #### gpa 3.741 #### graded 87 #### counts * 48 * 33 * 6 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_0655ce380733b04128474575-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_0655ce380733b04128474575-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_0655ce380733b04128474575-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_0655ce380733b04128474575-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_0655ce380733b04128474575-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_0655ce380733b04128474575-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_0655ce380733b04128474575-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_0655ce380733b04128474575-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7413793103448274 #### count 87 #### university ##### size 2734 ##### gpa Percentile 49 ##### count Percentile 43 ##### median Count 105 ##### 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 | 6 | false | | 2.8–3.2 | 183 | false | | 3.2–3.6 | 704 | false | | 3.6–4.0 | 1840 | true | #### departments ```json [ { "subject": "BMI", "comparison": { "size": 13, "gpaPercentile": 17, "countPercentile": 67, "medianCount": 50, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } }, { "subject": "COMPSCI", "comparison": { "size": 80, "gpaPercentile": 57, "countPercentile": 24, "medianCount": 175.5, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 26, "current": false }, { "range": "3.6–4.0", "count": 42, "current": true } ] } } ] ``` ### terms #### 1232 ##### term 1232 ##### gpa 3.760869565217391 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | | COMPSCI | | #### 1242 ##### term 1242 ##### gpa 3.642857142857143 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | | COMPSCI | | #### 1252 ##### term 1252 ##### gpa 3.8095238095238093 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | | COMPSCI | | #### 1262 ##### term 1262 ##### gpa 3.75 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | | COMPSCI | | ### benchmarks #### all ##### school ###### size 2734 ###### gpa 3.6828436876066126 ###### top Share 83.37648184927653 ###### count 105 ##### BMI ###### size 13 ###### gpa 3.831997279357762 ###### top Share 92.65525643015266 ###### count 50 ##### COMPSCI ###### size 80 ###### gpa 3.5973723939811513 ###### top Share 79.43204057412802 ###### count 175.5 #### terms ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### COMPSCI ###### size 50 ###### gpa 3.522872390836507 ###### top Share 74.11555010870671 ###### count 82.5 ##### 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_1aa801d796cd4d2f6d6b83aa", "name": "ANTHONY GITTER", "count": 87, "terms": [ { "term": "1232", "count": 23, "sections": 1, "gpa": 3.760869565217391 }, { "term": "1242", "count": 21, "sections": 1, "gpa": 3.642857142857143 }, { "term": "1252", "count": 21, "sections": 1, "gpa": 3.8095238095238093 }, { "term": "1262", "count": 22, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_d225b29b2e17e4be5092e5b3", "name": "SUSHMITA ROY", "count": 87, "terms": [ { "term": "1232", "count": 23, "sections": 1, "gpa": 3.760869565217391 }, { "term": "1242", "count": 21, "sections": 1, "gpa": 3.642857142857143 }, { "term": "1252", "count": 21, "sections": 1, "gpa": 3.8095238095238093 }, { "term": "1262", "count": 22, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_e8b545ad995e58c436c1aa43", "name": "KRITTISAK CHAIYAKUL", "count": 23, "terms": [ { "term": "1232", "count": 23, "sections": 1, "gpa": 3.760869565217391 } ] }, { "uid": "instructor_b126bf007588f4b8757105e0", "name": "FRANCESCA NIMITYONGSKUL", "count": 21, "terms": [ { "term": "1252", "count": 21, "sections": 1, "gpa": 3.8095238095238093 } ] } ] ``` ## following None recorded.