# MATH 443: Applied Linear Algebra | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MATH_443) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 c5d9566ebc26943be87513c26a3849002265a45fb335e49560daea9a4835a980 ### course id MATH 443 ### course uid course\_6a5fd6b22fd05d58426ea680 ### catalog version id ab080c52acf7b0a802a7f5cb4d3d35976d045f2ca46cde99bcfa6230edcbd132 ### course number 443 ### subjects * MATH ### title APPLIED LINEAR ALGEBRA ### description Review of matrix algebra. Simultaneous linear equations, linear dependence and rank, vector space, eigenvalues and eigenvectors, diagonalization, quadratic forms, inner product spaces, norms, canonical forms. Discussion of numerical aspects and applications in the sciences. ### requirements text (MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate) ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 9a33e9e52a9eeacff7389c39040b046bb4461e6b9a32a2f1c0779151259e4814 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary A review of matrix algebra and linear algebra theory with a focus on numerical aspects and scientific applications. ### llm topics * Linear equations, vector spaces, eigenvalues, diagonalization, quadratic forms, inner product spaces, norms, canonical forms. * Numerical aspects and applications in the sciences. ### llm skills * Matrix algebra, linear systems, vector space theory, eigen-analysis, and canonical forms. * Numerical methods and scientific applications of linear algebra. ### llm assumed background * Foundational linear algebra and matrix theory, potentially with optimization or proof-based context. * Completion of specific lower-division mathematics or computer science prerequisites. ### llm search phrases * applied linear algebra matrix algebra * linear algebra numerical aspects * MATH 443 prerequisites * graduate linear algebra applications ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash f472883adbb48a227a8a9131c615ba3af9bc1e3ce122969734f1a4c57357695c #### course id MATH 443 #### current instructors None recorded. #### difficulty workload Historical reviews of Pouria Behnoudfar: Homework is assigned unpredictably with short deadlines, and exams are significantly harder than the poorly taught class material, requiring significant self-study. ```json { "citations": [ { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-05-11 20:09:46 +0000 UTC", "review_id": "04e0d2812ab83be00ba5cc7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxMjQ1MTU1", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" }, { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-08-31 02:22:07 +0000 UTC", "review_id": "4ba5b9945d7fbc2d494427f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxNjEzMjUx", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" } ] } ``` #### errors None recorded. #### historical context No current instructor reviews exist. Historical reviews for Serguei Denissov, Amir Assadi, Shamgar Gurevich, Jose Rodriguez, and Michael Kemeny describe inconsistent teaching quality, ranging from helpful to incompetent. Students frequently cite disorganization, poor lecture clarity, and excessive or impossible homework across these instructors. ```json { "citations": [ { "instructor_name": "Serguei Denissov", "review_date": "2010-07-19 02:48:23 +0000 UTC", "review_id": "28071a89887eda445cf54cf5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:607852", "source_review_id": "UmF0aW5nLTE3NDMwNzE4", "source_url": "https://www.ratemyprofessors.com/professor/607852", "type": "review" }, { "instructor_name": "Amir Assadi", "review_date": "2013-05-12 20:13:58 +0000 UTC", "review_id": "5bc0b95d45bf412600a05aef", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:513807", "source_review_id": "UmF0aW5nLTIxNzQyMzA5", "source_url": "https://www.ratemyprofessors.com/professor/513807", "type": "review" }, { "instructor_name": "Amir Assadi", "review_date": "2013-12-12 17:25:40 +0000 UTC", "review_id": "f565b8cfa94508086f3b8771", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:513807", "source_review_id": "UmF0aW5nLTIyNTI4NzQ5", "source_url": "https://www.ratemyprofessors.com/professor/513807", "type": "review" }, { "instructor_name": "Shamgar Gurevich", "review_date": "2019-02-25 19:26:04 +0000 UTC", "review_id": "ed4e10b8fd5c31fc25b633c1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1522421", "source_review_id": "UmF0aW5nLTMxMzgwNDQ2", "source_url": "https://www.ratemyprofessors.com/professor/1522421", "type": "review" }, { "instructor_name": "Shamgar Gurevich", "review_date": "2019-05-02 02:48:05 +0000 UTC", "review_id": "bff7e3033c947a68ad3489dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1522421", "source_review_id": "UmF0aW5nLTMxNzQxMzY3", "source_url": "https://www.ratemyprofessors.com/professor/1522421", "type": "review" }, { "instructor_name": "Shamgar Gurevich", "review_date": "2020-01-22 05:09:29 +0000 UTC", "review_id": "fa004c518a54d61d187ae2a4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1522421", "source_review_id": "UmF0aW5nLTMyODU3NDI0", "source_url": "https://www.ratemyprofessors.com/professor/1522421", "type": "review" }, { "instructor_name": "Jose Rodriguez", "review_date": "2021-02-15 03:54:43 +0000 UTC", "review_id": "3217121dba5043509b3eca8d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2432572", "source_review_id": "UmF0aW5nLTM0MzY0MzQ2", "source_url": "https://www.ratemyprofessors.com/professor/2432572", "type": "review" }, { "instructor_name": "Jose Rodriguez", "review_date": "2021-02-22 01:45:08 +0000 UTC", "review_id": "c79e3e50ba4df36c9d44c141", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2432572", "source_review_id": "UmF0aW5nLTM0Mzc5MTgw", "source_url": "https://www.ratemyprofessors.com/professor/2432572", "type": "review" }, { "instructor_name": "Jose Rodriguez", "review_date": "2021-04-09 05:51:37 +0000 UTC", "review_id": "7e6411155a587586984f9cd9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2432572", "source_review_id": "UmF0aW5nLTM0NTI2NDM1", "source_url": "https://www.ratemyprofessors.com/professor/2432572", "type": "review" }, { "instructor_name": "Michael Kemeny", "review_date": "2023-12-29 06:27:15 +0000 UTC", "review_id": "9c722bc1b1ff11938a290504", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2575442", "source_review_id": "UmF0aW5nLTM4ODA3NTg2", "source_url": "https://www.ratemyprofessors.com/professor/2575442", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Pouria Behnoudfar: Pouria Behnoudfar teaches a theoretically and practically interesting course, though students find the chaotic presentation and difficult exams challenging to navigate. ```json { "citations": [ { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-05-11 20:09:46 +0000 UTC", "review_id": "04e0d2812ab83be00ba5cc7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxMjQ1MTU1", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" }, { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-08-31 02:22:07 +0000 UTC", "review_id": "4ba5b9945d7fbc2d494427f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxNjEzMjUx", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.31 GPA, 61.8% A/AB (n=34 letter grades); Spring 2025: 3.72 GPA, 88.4% A/AB (n=43 letter grades); Spring 2026: 3.01 GPA, 31.9% A/AB (n=47 letter grades). ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Pouria Behnoudfar: Students report that practice tests and homework keys are often wrong, making it difficult to plan for assessments or verify their understanding. ```json { "citations": [ { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-05-11 20:09:46 +0000 UTC", "review_id": "04e0d2812ab83be00ba5cc7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxMjQ1MTU1", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" }, { "instructor_name": "Pouria Behnoudfar", "review_date": "2025-08-31 02:22:07 +0000 UTC", "review_id": "4ba5b9945d7fbc2d494427f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3101377", "source_review_id": "UmF0aW5nLTQxNjEzMjUx", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history AMIR ASSADI is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" } ] } ``` JOSE RODRIGUEZ is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" } ] } ``` MICHAEL KEMENY is recorded teaching in Fall 2021, Fall 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" } ] } ``` POURIA BEHNOUDFAR is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` SERGUEI DENISSOV is recorded teaching in Fall 2009. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1102", "type": "grade" } ] } ``` SHAMGAR GUREVICH is recorded teaching in Spring 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 443", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "source_record": { "entity_id": "98f3ed0a-a872-39af-b9f1-233a35171ab5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4", "n5", "n6", "n7" ], "condition": null, "course": null, "evidence": "(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 320, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 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in Mathematics VISP (undergraduate or graduate)", "course": null, "evidence": "declared in Mathematics VISP (undergraduate or graduate)", "id": "n7", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_2fb787f86b8633b6cd215c7a", "source": "madgrades", "source_instructor_id": "3949560", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SHIRIN MALEKPOUR", "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": 131, "quality": 2.96, "difficulty": 3.24, "quality_count": 131, "difficulty_count": 131, "profile_id": "rmp:481453", "source_url": "https://www.ratemyprofessors.com/professor/481453", "match_basis": "exact_name", "observed_at": "2026-09-07 16:05:46.636551+00:00", 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"identity_status": "source_identified", "name": "MICHAEL KEMENY", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 4, "quality": 1.25, "difficulty": 4, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2575442", "source_url": "https://www.ratemyprofessors.com/professor/2575442", "match_basis": "exact_name", "observed_at": "2026-09-07 16:18:02.961128+00:00", "courses": { "course_858c09056ac5ed119a96d808": { "review_count": 2, "quality": 1, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_6a5fd6b22fd05d58426ea680": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_60c2767a206a079d3af2a1a4": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.2580714862888294, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.59, "graded": 255, "counts": [ 158, 39, 30, 16, 8, 1, 3 ], "sections": 21 }, "instructor_url": "/instructors/MICHAEL_KEMENY--instructor_9eb4753436927be7d646f7cf" }, { "instructor_uid": "instructor_b8e44b154dc09c12ff6006ac", "source": "madgrades", "source_instructor_id": "4101295", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GHEORGHE CRACIUN", "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": 3.303, "graded": 1639, "counts": [ 909, 155, 219, 113, 110, 76, 57 ], "sections": 63 }, "instructor_url": "/instructors/GHEORGHE_CRACIUN--instructor_b8e44b154dc09c12ff6006ac" }, { "instructor_uid": "instructor_0326e4c7d265e4e100965796", "source": "madgrades", "source_instructor_id": "6688486", "identity_basis": "source_id", "identity_status": "source_identified", "name": "POURIA BEHNOUDFAR", "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": 3, "quality": 3, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:3101377", "source_url": "https://www.ratemyprofessors.com/professor/3101377", "match_basis": "exact_name", "observed_at": "2026-09-07 16:11:42.627936+00:00", "courses": { "course_a0267213f16255cce8332683": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_6a5fd6b22fd05d58426ea680": { "review_count": 2, "quality": 2.5, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5736398117796484, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.384, "graded": 125, "counts": [ 60, 16, 29, 10, 6, 3, 1 ], "sections": 6 }, "instructor_url": "/instructors/POURIA_BEHNOUDFAR--instructor_0326e4c7d265e4e100965796" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "SHIRIN MALEKPOUR" ], "a": 9, "ab": 0, "b": 2, "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": 11, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "MARSHALL SLEMROD" ], "a": 6, "ab": 2, "b": 5, "bc": 1, "c": 2, "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": 16, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "SERGUEI DENISSOV" ], "a": 4, "ab": 3, "b": 6, "bc": 6, "c": 0, "d": 2, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1112", "term_name": "Fall 2010", "instructors": [ "FEDOR NAZAROV" ], "a": 6, "ab": 2, "b": 4, "bc": 2, "c": 3, "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": 20, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "STEFFEN LEMPP" ], "a": 3, "ab": 2, "b": 1, "bc": 3, "c": 3, "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": 13, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "AMIR ASSADI" ], "a": 13, "ab": 3, "b": 2, "bc": 0, "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": 19, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "AMIR ASSADI" ], "a": 9, "ab": 6, "b": 15, "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": 0, "total": 33, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "AMIR ASSADI" ], "a": 11, "ab": 3, "b": 6, "bc": 2, "c": 1, "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": 24, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "AMIR ASSADI" ], "a": 8, "ab": 7, "b": 7, "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": 22, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "AMIR ASSADI" ], "a": 13, "ab": 2, "b": 0, "bc": 3, "c": 0, "d": 0, "f": 0, 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9, "b": 3, "bc": 1, "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": 40, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Jose Rodriguez" ], "a": 22, "ab": 5, "b": 0, "bc": 4, "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": 31, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Michael Kemeny" ], "a": 10, "ab": 7, "b": 7, "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": 27, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Gheorghe Craciun" ], "a": 40, "ab": 0, "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": 0, "other": 0, "total": 43, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Michael Kemeny" ], "a": 12, "ab": 9, "b": 5, "bc": 6, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 35, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Pouria Behnoudfar" ], "a": 28, "ab": 10, "b": 4, "bc": 0, "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": 43, "source_aliases": [ "MATH 443" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MATH 443", "course_uid": "course_6a5fd6b22fd05d58426ea680", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Pouria Behnoudfar" ], "a": 14, "ab": 1, "b": 17, "bc": 8, "c": 5, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 47, "source_aliases": [ "MATH 443" ] } ] ``` ### statistics #### gpa 3.466 #### graded 487 #### counts * 260 * 71 * 87 * 41 * 15 * 6 * 7 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6a5fd6b22fd05d58426ea680-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6a5fd6b22fd05d58426ea680-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6a5fd6b22fd05d58426ea680-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6a5fd6b22fd05d58426ea680-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_6a5fd6b22fd05d58426ea680-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_6a5fd6b22fd05d58426ea680-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6a5fd6b22fd05d58426ea680-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6a5fd6b22fd05d58426ea680-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.46611909650924 #### count 487 #### university ##### size 4733 ##### gpa Percentile 24 ##### count Percentile 79 ##### median Count 152 ##### 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 | 15 | false | | 2.8–3.2 | 357 | false | | 3.2–3.6 | 1326 | true | | 3.6–4.0 | 3034 | false | #### departments ```json [ { "subject": "MATH", "comparison": { "size": 118, "gpaPercentile": 43, "countPercentile": 74, "medianCount": 148, "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": 34, "current": false }, { "range": "3.2–3.6", "count": 19, "current": true }, { "range": "3.6–4.0", "count": 61, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.8181818181818183 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1092 ##### term 1092 ##### gpa 3.28125 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1102 ##### term 1102 ##### gpa 2.7954545454545454 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1112 ##### term 1112 ##### gpa 2.7 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1122 ##### term 1122 ##### gpa 2.730769230769231 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1132 ##### term 1132 ##### gpa 3.8055555555555554 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1142 ##### term 1142 ##### gpa 3.3181818181818183 ##### count 33 ##### university ###### size 853 ###### gpa Percentile 43 ###### count Percentile 6 ###### 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 | 4 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 228 | false | | 3.2–3.6 | 320 | true | | 3.6–4.0 | 268 | false | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 31, "gpaPercentile": 80, "countPercentile": 3, "medianCount": 77, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 2, "current": false }, { "range": "2.4–2.8", "count": 8, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 2, "current": false } ] } } ] ``` #### 1152 ##### term 1152 ##### gpa 3.4565217391304346 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1162 ##### term 1162 ##### gpa 3.522727272727273 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1172 ##### term 1172 ##### gpa 3.6944444444444446 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1182 ##### term 1182 ##### gpa 4 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1194 ##### term 1194 ##### gpa 3.7 ##### count 40 ##### university ###### size 1040 ###### gpa Percentile 67 ###### count Percentile 18 ###### 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 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | false | | 3.6–4.0 | 454 | true | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 38, "gpaPercentile": 86, "countPercentile": 19, "medianCount": 71.5, "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": 1, "current": false }, { "range": "2.4–2.8", "count": 6, "current": false }, { "range": "2.8–3.2", "count": 18, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.725806451612903 ##### count 31 ##### university ###### size 1102 ###### gpa Percentile 68 ###### count Percentile 3 ###### 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 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 40, "gpaPercentile": 92, "countPercentile": 3, "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": 4, "current": false }, { "range": "2.8–3.2", "count": 24, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 5, "current": true } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.3518518518518516 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | MATH | | #### 1234 ##### term 1234 ##### gpa 3.9302325581395348 ##### count 43 ##### university ###### size 1188 ###### gpa Percentile 86 ###### count Percentile 27 ###### 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 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 41, "gpaPercentile": 93, "countPercentile": 30, "medianCount": 67, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 2, "current": false }, { "range": "2.4–2.8", "count": 5, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 14, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.3088235294117645 ##### count 34 ##### university ###### size 1295 ###### gpa Percentile 20 ###### count Percentile 11 ###### 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 ```json [ { "subject": "MATH", "comparison": { "size": 43, "gpaPercentile": 69, "countPercentile": 14, "medianCount": 80, "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": 4, "current": false }, { "range": "2.8–3.2", "count": 17, "current": false }, { "range": "3.2–3.6", "count": 13, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.7209302325581395 ##### count 43 ##### university ###### size 1289 ###### gpa Percentile 55 ###### count Percentile 26 ###### 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 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 39, "gpaPercentile": 97, "countPercentile": 16, "medianCount": 89, "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": 6, "current": false }, { "range": "2.8–3.2", "count": 16, "current": false }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 4, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.0106382978723403 ##### count 47 ##### university ###### size 1283 ###### gpa Percentile 5 ###### count Percentile 31 ###### 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 | true | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "MATH", "comparison": { "size": 42, "gpaPercentile": 39, "countPercentile": 29, "medianCount": 80, "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": 7, "current": false }, { "range": "2.8–3.2", "count": 17, "current": true }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4733 ###### gpa 3.6561268605253336 ###### top Share 81.6348802162709 ###### count 152 ##### MATH ###### size 118 ###### gpa 3.5179807012057505 ###### top Share 73.53626959968652 ###### count 148 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ###### MATH ###### size 21 ###### gpa 2.878188611674867 ###### top Share 40.4748751710427 ###### count 115 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ###### MATH ###### size 22 ###### gpa 2.8820162698417926 ###### top Share 39.71597770466243 ###### count 131 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### MATH ###### size 27 ###### gpa 2.936619140855453 ###### top Share 42.28372460948232 ###### count 76 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### MATH ###### size 26 ###### gpa 2.9941347625171355 ###### top Share 43.79682105650899 ###### count 87 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### MATH ###### size 27 ###### gpa 2.898067749128924 ###### top Share 42.09489165698714 ###### count 103 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### MATH ###### size 25 ###### gpa 2.9605395515107897 ###### top Share 42.794601137643824 ###### count 108 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ###### MATH ###### size 31 ###### gpa 3.009040780059457 ###### top Share 45.87481076818359 ###### count 77 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### MATH ###### size 34 ###### gpa 3.0803080141506425 ###### top Share 49.72677618758506 ###### count 82 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### MATH ###### size 36 ###### gpa 3.1059509777204544 ###### top Share 50.071044743474 ###### count 74.5 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### MATH ###### size 36 ###### gpa 3.098601909983034 ###### top Share 48.67573746500224 ###### count 66 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ###### MATH ###### size 36 ###### gpa 3.0839531022443034 ###### top Share 48.116975859522796 ###### count 80 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### MATH ###### size 38 ###### gpa 3.133406260873163 ###### top Share 53.17595010634325 ###### count 71.5 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### MATH ###### size 40 ###### gpa 3.1467748801316944 ###### top Share 52.57847974231038 ###### count 90.5 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### MATH ###### size 39 ###### gpa 3.2083447119296955 ###### top Share 56.75007696473496 ###### count 63 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### MATH ###### size 41 ###### gpa 3.178489266862151 ###### top Share 56.06874885619616 ###### count 67 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### MATH ###### size 43 ###### gpa 3.2449031633350183 ###### top Share 58.03783489438137 ###### count 80 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### MATH ###### size 39 ###### gpa 3.180435541912479 ###### top Share 53.878371816747475 ###### count 89 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### MATH ###### size 42 ###### gpa 3.13598176627681 ###### top Share 52.25969905887213 ###### count 80 ## instructor Trends ```json [ { "uid": "instructor_e4128e249cb9e36c3c1d6985", "name": "AMIR ASSADI", "count": 114, "terms": [ { "term": "1132", "count": 18, "sections": 1, "gpa": 3.8055555555555554 }, { "term": "1142", "count": 33, "sections": 1, "gpa": 3.3181818181818183 }, { "term": "1152", "count": 23, "sections": 1, "gpa": 3.4565217391304346 }, { "term": "1162", "count": 22, "sections": 1, "gpa": 3.522727272727273 }, { "term": "1172", "count": 18, "sections": 1, "gpa": 3.6944444444444446 } ] }, { "uid": "instructor_0326e4c7d265e4e100965796", "name": "POURIA BEHNOUDFAR", "count": 90, "terms": [ { "term": "1254", "count": 43, "sections": 1, "gpa": 3.7209302325581395 }, { "term": "1264", "count": 47, "sections": 1, "gpa": 3.0106382978723403 } ] }, { "uid": "instructor_9eb4753436927be7d646f7cf", "name": "MICHAEL KEMENY", "count": 61, "terms": [ { "term": "1222", "count": 27, "sections": 1, "gpa": 3.3518518518518516 }, { "term": "1242", "count": 34, "sections": 1, "gpa": 3.3088235294117645 } ] }, { "uid": "instructor_b8e44b154dc09c12ff6006ac", "name": "GHEORGHE CRACIUN", "count": 43, "terms": [ { "term": "1234", "count": 43, "sections": 1, "gpa": 3.9302325581395348 } ] }, { "uid": "instructor_f2e0ee4a695f3aaefcad5d03", "name": "SHAMGAR GUREVICH", "count": 40, "terms": [ { "term": "1194", "count": 40, "sections": 1, "gpa": 3.7 } ] }, { "uid": "instructor_7f6ea70d7cbf47dca5c5f58b", "name": "JOSE RODRIGUEZ", "count": 31, "terms": [ { "term": "1202", "count": 31, "sections": 1, "gpa": 3.725806451612903 } ] }, { "uid": "instructor_679f753cde11c003a592a1a8", "name": "SIGURD ANGENENT", "count": 26, "terms": [ { "term": "1182", "count": 26, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_e930b3f6ec9d1140d6f286c3", "name": "SERGUEI DENISSOV", "count": 22, "terms": [ { "term": "1102", "count": 22, "sections": 1, "gpa": 2.7954545454545454 } ] }, { "uid": "instructor_90a7724b3066e84aa7c1838f", "name": "FEDOR NAZAROV", "count": 20, "terms": [ { "term": "1112", "count": 20, "sections": 1, "gpa": 2.7 } ] }, { "uid": "instructor_eaaa68b41bc199106a95d739", "name": "MARSHALL SLEMROD", "count": 16, "terms": [ { "term": "1092", "count": 16, "sections": 1, "gpa": 3.28125 } ] }, { "uid": "instructor_cdebe12f82db274ba9d0eda3", "name": "STEFFEN LEMPP", "count": 13, "terms": [ { "term": "1122", "count": 13, "sections": 1, "gpa": 2.730769230769231 } ] }, { "uid": "instructor_2fb787f86b8633b6cd215c7a", "name": "SHIRIN MALEKPOUR", "count": 11, "terms": [ { "term": "1072", "count": 11, "sections": 1, "gpa": 3.8181818181818183 } ] } ] ``` ## following | code | title | | -------------------------- | ------------------- | | COMPSCI/ISYE/MATH/STAT 525 | LINEAR OPTIMIZATION |