# INFOSYS 322: Introduction to Databases | UW–Madison [View on UW Courses](https://uwcourses.com/courses/INFOSYS_322) ## 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 6a27f89c02bebc10548dc43cb244ff7d94250304996b150ffc678d494d83922b ### course id INFOSYS 322 ### course uid course\_c36076e72d40718317ed09c5 ### catalog version id 8a92c972cd760c968195889d6da2946066d18448a2a801e68028ba776d27b73a ### course number 322 ### subjects * INFOSYS ### title INTRODUCTION TO DATABASES ### description Introduction to database management systems with a focus on relational databases. Covers designing, creating, populating, managing, and retrieving data from databases. SQL will be used with a focus on querying for business applications and intelligence, data retrieval for summary reports, and data visualization. Offers a brief introduction to non-relational databases for business applications. ### requirements text None ### credits min 3 ### credits max 3 ### credit offering ids * 1272:234:003085 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id f914c6b75d3bc1e0b69733e81e3ac9c40b35ea31479a4defccf218b369c2de59 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to database management systems focusing on relational databases, SQL, and data visualization for business. ### llm topics * Relational databases * SQL * Data visualization * Non-relational databases ### llm skills * Querying for business applications and intelligence * Data retrieval for summary reports and data visualization * Designing, creating, populating, and managing databases ### llm assumed background None recorded. ### llm search phrases * database management systems * relational databases * SQL querying * data visualization * business intelligence * non-relational databases ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 4580de268112c0e27d8e010623077a4e890dc883cfe1230a20a3402178c3a0c3 #### course id INFOSYS 322 #### current instructors ```json [ { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "message": "No course-specific reviews available", "name": "Bipin Karunakaran", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3009325", "summary": [ { "citations": [ { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2024: 3.71 GPA, 84.4% A/AB (n=45 letter grades); Spring 2025: 3.58 GPA, 79.8% A/AB (n=84 letter grades); Spring 2026: 3.61 GPA, 77.5% A/AB (n=89 letter grades)." } ] }, { "instructor_uid": "instructor_2d69196a8807e1bdda68b80b", "message": "No course-specific reviews available", "name": "Yash Babar", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.51 GPA, 74.4% A/AB (n=86 letter grades); Fall 2024: 3.56 GPA, 71.6% A/AB (n=88 letter grades); Fall 2025: 3.63 GPA, 79.0% A/AB (n=81 letter grades)." } ] } ] ``` #### 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 — Spring 2025: 3.58 GPA, 79.8% A/AB (n=84 letter grades); Fall 2025: 3.63 GPA, 79.0% A/AB (n=81 letter grades); Spring 2026: 3.61 GPA, 77.5% A/AB (n=89 letter grades). ```json { "citations": [ { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BIPIN KARUNAKARAN is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` YASH BABAR 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": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INFOSYS 322", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "source_record": { "entity_id": "6eac8530-0c6b-3e63-b5f7-51643b3a345d", "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": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "source": "enrollment", "source_instructor_id": "bkarunakaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bipin Karunakaran", "email": "BIPIN.KARUNAKARAN@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": 8, "quality": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN" }, { "instructor_uid": "instructor_2d69196a8807e1bdda68b80b", "source": "enrollment", "source_instructor_id": "ybabar", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yash Babar", "email": "YBABAR@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/YASH_BABAR" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:234:003085", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1272", "source_course_id": "003085", "source_subject_id": "234", "title": "Introduction to Databases", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:22480", "term_id": "1272", "source_section_id": "22480", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 40, "enrolled": 39, "waitlisted": 2, "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:1272:25544", "term_id": "1272", "source_section_id": "25544", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 40, "enrolled": 37, "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:1272:34974", "term_id": "1272", "source_section_id": "34974", "identity_basis": "class_number", "section_number": "003", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 40, "enrolled": 39, "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_42f714dc1c6c84fac6fdb70c", "source": "madgrades", "source_instructor_id": "6315772", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YASH BABAR", "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": 3.623, "graded": 326, "counts": [ 174, 83, 52, 11, 5, 1, 0 ], "sections": 13 }, "instructor_url": "/instructors/YASH_BABAR--instructor_42f714dc1c6c84fac6fdb70c" }, { "instructor_uid": "instructor_ebd61c92bd2c2719e9d7b376", "source": "madgrades", "source_instructor_id": "6586906", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BIPIN KARUNAKARAN", "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": 8, "quality": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.614, "graded": 917, "counts": [ 530, 189, 124, 43, 26, 1, 4 ], "sections": 18 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN--instructor_ebd61c92bd2c2719e9d7b376" }, { "instructor_uid": "instructor_2d69196a8807e1bdda68b80b", "source": "enrollment", "source_instructor_id": "ybabar", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yash Babar", "email": "YBABAR@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/YASH_BABAR" }, { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "source": "enrollment", "source_instructor_id": "bkarunakaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bipin Karunakaran", "email": "BIPIN.KARUNAKARAN@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": 8, "quality": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Yash Babar" ], "a": 35, "ab": 29, "b": 15, "bc": 3, "c": 4, "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": 86, "source_aliases": [ "INFOSYS 322" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Bipin Karunakaran" ], "a": 27, "ab": 11, "b": 6, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 46, "source_aliases": [ "INFOSYS 322" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Yash Babar" ], "a": 44, "ab": 19, "b": 20, "bc": 4, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 88, "source_aliases": [ "INFOSYS 322" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Bipin Karunakaran" ], "a": 39, "ab": 28, "b": 13, "bc": 2, "c": 1, "d": 1, "f": 0, "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": [ "INFOSYS 322" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Yash Babar" ], "a": 41, "ab": 23, "b": 14, "bc": 3, "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": 1, "total": 82, "source_aliases": [ "INFOSYS 322" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INFOSYS 322", "course_uid": "course_c36076e72d40718317ed09c5", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Bipin Karunakaran" ], "a": 44, "ab": 25, "b": 17, "bc": 2, "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": 89, "source_aliases": [ "INFOSYS 322" ] } ] ``` ### statistics #### gpa 3.592 #### graded 473 #### counts * 230 * 135 * 85 * 15 * 6 * 2 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c36076e72d40718317ed09c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c36076e72d40718317ed09c5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c36076e72d40718317ed09c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c36076e72d40718317ed09c5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_c36076e72d40718317ed09c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_c36076e72d40718317ed09c5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c36076e72d40718317ed09c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c36076e72d40718317ed09c5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5919661733615222 #### count 473 #### university ##### size 3801 ##### gpa Percentile 30 ##### count Percentile 88 ##### median Count 100 ##### 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 | 12 | false | | 2.8–3.2 | 209 | false | | 3.2–3.6 | 936 | true | | 3.6–4.0 | 2644 | false | #### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | ### terms #### 1242 ##### term 1242 ##### gpa 3.511627906976744 ##### count 86 ##### university ###### size 1295 ###### gpa Percentile 35 ###### count Percentile 60 ###### 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 | true | | 3.6–4.0 | 726 | false | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1244 ##### term 1244 ##### gpa 3.7111111111111112 ##### count 45 ##### university ###### size 1241 ###### gpa Percentile 56 ###### count Percentile 29 ###### median Count 65 ###### 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 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1252 ##### term 1252 ##### gpa 3.5625 ##### count 88 ##### university ###### size 1333 ###### gpa Percentile 39 ###### count Percentile 60 ###### 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 | true | | 3.6–4.0 | 773 | false | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1254 ##### term 1254 ##### gpa 3.5833333333333335 ##### count 84 ##### university ###### size 1289 ###### gpa Percentile 39 ###### count Percentile 61 ###### 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 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1262 ##### term 1262 ##### gpa 3.6296296296296298 ##### count 81 ##### university ###### size 1320 ###### gpa Percentile 42 ###### count Percentile 55 ###### 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 | false | | 3.6–4.0 | 797 | true | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | #### 1264 ##### term 1264 ##### gpa 3.6123595505617976 ##### count 89 ##### university ###### size 1283 ###### gpa Percentile 40 ###### count Percentile 64 ###### 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 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments | subject | comparison | | ------- | ---------- | | INFOSYS | | ### benchmarks #### all ##### school ###### size 3801 ###### gpa 3.6947140786559496 ###### top Share 84.06396268479713 ###### count 100 #### terms ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_42f714dc1c6c84fac6fdb70c", "name": "YASH BABAR", "count": 255, "terms": [ { "term": "1242", "count": 86, "sections": 2, "gpa": 3.511627906976744 }, { "term": "1252", "count": 88, "sections": 2, "gpa": 3.5625 }, { "term": "1262", "count": 81, "sections": 2, "gpa": 3.6296296296296298 } ] }, { "uid": "instructor_ebd61c92bd2c2719e9d7b376", "name": "BIPIN KARUNAKARAN", "count": 218, "terms": [ { "term": "1244", "count": 45, "sections": 1, "gpa": 3.7111111111111112 }, { "term": "1254", "count": 84, "sections": 2, "gpa": 3.5833333333333335 }, { "term": "1264", "count": 89, "sections": 2, "gpa": 3.6123595505617976 } ] } ] ``` ## following | code | title | | ----------- | --------------------------- | | INFOSYS 424 | SYSTEMS ANALYSIS AND DESIGN | ## projection ### target 1272 ### gpa 3.5766686434814527 ### grades | grade | percentage | | ----- | ------------------- | | A | 47.813030974805024 | | AB | 27.561141127032595 | | B | 19.110065367531373 | | BC | 3.9232071637714037 | | C | 1.2199771254288982 | | D | 0.37257824143070045 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 ### source Count 255 ### same Season true ### historical Range * 3.5116279069767447 * 3.6296296296296298