# CS\&D 303: Speech Acoustics and Perception | UW–Madison [View on UW Courses](https://uwcourses.com/courses/CS%26D_303) ## 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 e4bc1d690dad9679b42780ef9fb56bc929074cbf583157cc3251d69346550e2b ### course id CS\&D 303 ### course uid course\_93bc73318696055c2b2633c5 ### catalog version id 2413e9059412275ce6983f086917d865e5ecb06455d6880e8d2a28a1c89a340f ### course number 303 ### subjects * CS\&D ### title SPEECH ACOUSTICS AND PERCEPTION ### description Detailed examination of the acoustic properties of the speech signal within the source-filter theory of speech production. Theories of speech perception pertaining to phoneme and word recognition are presented and discussed. ### requirements text CS\&D 201and202 ### credits min 3 ### credits max 3 ### credit offering ids * 1272:252:003988 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 0d5ad689758a75f056f2da0b4eaeeb79c3b958b5e8b450cc97a544f7c95452af ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary CS\&D 303 examines speech signal acoustics via source-filter theory and discusses speech perception theories for phoneme and word recognition. ### llm topics * Acoustic properties of the speech signal * Source-filter theory of speech production * Theories of speech perception * Phoneme and word recognition ### llm skills * Analyzing acoustic properties of speech signals using source-filter theory. * Discussing theories of speech perception for phoneme and word recognition. ### llm assumed background * Foundations in speech production anatomy, physiology, and acoustics, plus hearing science and psychoacoustics. ### llm search phrases * speech acoustics * source-filter theory * speech perception * phoneme recognition * psychoacoustics ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash cb9d18eac791afb1e3e952a2a017541466f56a6418bd0d3f40d7d24ac7a31421 #### course id CS\&D 303 #### current instructors ```json [ { "instructor_uid": "instructor_60cfecb61f40ce38637fcd2d", "message": "No course-specific reviews available", "name": "Asritha Tunuguntla", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_a79aa129af243e20b80f3d9c", "message": "No course-specific reviews available", "name": "Yubin Zhang", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### 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: 3.56 GPA, 80.5% A/AB (n=87 letter grades); Fall 2024: 3.57 GPA, 78.6% A/AB (n=84 letter grades); Fall 2025: 3.61 GPA, 81.5% A/AB (n=92 letter grades). ```json { "citations": [ { "course_id": "CS&D 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d8dfcad5-a65f-384f-ac32-32f0ba233e98", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "CS&D 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d8dfcad5-a65f-384f-ac32-32f0ba233e98", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "CS&D 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d8dfcad5-a65f-384f-ac32-32f0ba233e98", "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 None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "CS&D 201and202", "id": "n0", "kind": "all" }, { "children": [], "condition": null, "course": { "course_number": 201, "minimum_grade": null, "subjects": [ "CS&D" ], "timing": "prior" }, "evidence": "CS&D 201", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 202, "minimum_grade": null, "subjects": [ "CS&D" ], "timing": "prior" }, "evidence": "202", "id": "n2", "kind": "course" } ] ``` #### notes * The requirements text 'CS\&D 201and202' appears to be a concatenation of 'CS\&D 201' and '202' without a space or explicit operator. Based on the linked\_courses and standard catalog formatting, this is interpreted as a requirement for both CS * D 201 and CS\&D 202. The node n2 evidence '202' is a verbatim substring of the input 'CS\&D 201and202' corresponding to the second course. The operator 'all' is inferred from the conjunction of two distinct course requirements typically found * in such sequences, though the explicit 'and' is missing due to the formatting artifact. If this were an 'or' requirement, the text would likely read 'CS\&D 201 or 202' or 'CS\&D 201/202'. The absence of 'or' or '/' suggests 'and'. * Note: The input string 'CS\&D 201and202' is ambiguous. It could potentially be a single course code if such a course existed, but linked\_courses only lists 201 and 202. The interpretation as 'CS\&D 201 AND CS\&D 202' is the most logical fit. #### root n0 #### status needs\_review ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------------ | --------------------- | -------------------------------- | -------------------------------- | -------------------------------- | | instructor\_60cfecb61f40ce38637fcd2d | enrollment | tunuguntla2 | netid | source\_identified | Asritha Tunuguntla | TUNUGUNTLA2\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/ASRITHA\_TUNUGUNTLA | | instructor\_a79aa129af243e20b80f3d9c | enrollment | zhang3435 | netid | source\_identified | Yubin Zhang | ZHANG3435\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/YUBIN\_ZHANG | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:252:003988", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1272", "source_course_id": "003988", "source_subject_id": "252", "title": "Speech Acoustics and Perception", "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:1272:18520", "term_id": "1272", "source_section_id": "18520", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 125, "enrolled": 75, "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_29231c590a4f84cc88ea3dc6", "source": "madgrades", "source_instructor_id": "4109651", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARGARITIS FOURAKIS", "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": 6, "quality": 2.67, "difficulty": 2.67, "quality_count": 6, "difficulty_count": 6, "profile_id": "rmp:1851778", "source_url": "https://www.ratemyprofessors.com/professor/1851778", "match_basis": "exact_name", "observed_at": "2026-09-07 16:21:07.921492+00:00", "courses": {}, "bayesian_quality": 3.431296756574304, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.702, "graded": 2313, "counts": [ 1525, 480, 180, 62, 32, 24, 10 ], "sections": 66 }, "instructor_url": "/instructors/MARGARITIS_FOURAKIS" }, { "instructor_uid": "instructor_265f549f5cb97077b0e86421", "source": "madgrades", "source_instructor_id": "201445", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GARY WEISMER", "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": 25, "quality": 4.6, "difficulty": 2.52, "quality_count": 25, "difficulty_count": 25, "profile_id": "rmp:262489", "source_url": "https://www.ratemyprofessors.com/professor/262489", "match_basis": "exact_name", "observed_at": "2026-09-07 16:38:37.381417+00:00", "courses": {}, "bayesian_quality": 4.182082570465154, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.264, "graded": 1914, "counts": [ 710, 403, 413, 178, 132, 48, 30 ], "sections": 56 }, "instructor_url": "/instructors/GARY_WEISMER--instructor_265f549f5cb97077b0e86421" }, { "instructor_uid": "instructor_adbd7c8506e949b6954d39ac", "source": "madgrades", "source_instructor_id": "3264949", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CARRIE NIZIOLEK", "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": 3.538, "graded": 1233, "counts": [ 678, 258, 158, 73, 40, 11, 15 ], "sections": 43 }, "instructor_url": "/instructors/CARRIE_NIZIOLEK--instructor_adbd7c8506e949b6954d39ac" }, { "instructor_uid": "instructor_1ae80a6ea9f91774c73cf909", "source": "madgrades", "source_instructor_id": "4998702", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CARISSA ERNAT", "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": 3.343, "graded": 246, "counts": [ 95, 73, 36, 22, 9, 6, 5 ], "sections": 2 }, "instructor_url": "/instructors/CARISSA_ERNAT" }, { "instructor_uid": "instructor_1b3bea451934f3bfc1e07e8a", "source": "madgrades", "source_instructor_id": "5032172", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EMILY BURG", "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": 3.551, "graded": 89, "counts": [ 47, 20, 13, 4, 4, 1, 0 ], "sections": 1 }, "instructor_url": "/instructors/EMILY_BURG" }, { "instructor_uid": "instructor_84ee3e050dbb73437e2faee0", "source": "madgrades", "source_instructor_id": "5611788", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DAPHNE WANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.576, "graded": 86, "counts": [ 51, 15, 11, 4, 3, 2, 0 ], "sections": 1 }, "instructor_url": "/instructors/DAPHNE_WANG--instructor_84ee3e050dbb73437e2faee0" }, { "instructor_uid": "instructor_5725f3ad993efda0354d91e2", "source": "madgrades", "source_instructor_id": "6114539", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SARAH BILDSTEN", "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": 3.722, "graded": 90, "counts": [ 61, 13, 12, 3, 1, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/SARAH_BILDSTEN--instructor_5725f3ad993efda0354d91e2" }, { "instructor_uid": "instructor_c63574c4995cfe073e5c1894", "source": "madgrades", "source_instructor_id": "6063900", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATHRYN TANNER", "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": 3.557, "graded": 87, "counts": [ 54, 16, 9, 3, 1, 1, 3 ], "sections": 1 }, "instructor_url": "/instructors/KATHRYN_TANNER--instructor_c63574c4995cfe073e5c1894" }, { "instructor_uid": "instructor_ec7607fcf42f0b066c307b47", "source": "madgrades", "source_instructor_id": "6161332", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARGARET LUND", "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": 3.571, "graded": 84, "counts": [ 44, 22, 11, 4, 2, 0, 1 ], "sections": 1 }, "instructor_url": "/instructors/MARGARET_LUND--instructor_ec7607fcf42f0b066c307b47" }, { "instructor_uid": "instructor_b218263019057e839a059814", "source": "madgrades", "source_instructor_id": "6212113", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LUKAS SUVEG", "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": 3.561, "graded": 198, "counts": [ 120, 35, 21, 5, 12, 3, 2 ], "sections": 3 }, "instructor_url": "/instructors/LUKAS_SUVEG--instructor_b218263019057e839a059814" }, { "instructor_uid": "instructor_60cfecb61f40ce38637fcd2d", "source": "enrollment", "source_instructor_id": "tunuguntla2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Asritha Tunuguntla", "email": "TUNUGUNTLA2@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/ASRITHA_TUNUGUNTLA" }, { "instructor_uid": "instructor_a79aa129af243e20b80f3d9c", "source": "enrollment", "source_instructor_id": "zhang3435", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yubin Zhang", "email": "ZHANG3435@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/YUBIN_ZHANG" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 39, "ab": 13, "b": 5, "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": 57, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 37, "ab": 13, "b": 11, "bc": 0, "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": 63, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 50, "ab": 15, "b": 5, "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": 71, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 38, "ab": 35, "b": 12, "bc": 2, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, 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"unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 90, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "GARY WEISMER" ], "a": 60, "ab": 6, "b": 13, "bc": 4, "c": 2, "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": 86, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 86, "ab": 26, "b": 6, "bc": 2, "c": 1, "d": 1, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 124, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 47, "ab": 31, "b": 11, "bc": 3, "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": 93, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "MARGARITIS FOURAKIS" ], "a": 70, "ab": 10, "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": 82, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "Carrie Niziolek" ], "a": 83, "ab": 35, "b": 15, "bc": 5, "c": 2, "d": 1, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 143, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "CARISSA ERNAT", "Carrie Niziolek" ], "a": 51, "ab": 19, "b": 10, "bc": 4, "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": 85, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Carrie Niziolek" ], "a": 25, "ab": 25, "b": 14, "bc": 5, "c": 1, "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": 71, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Carrie Niziolek", "EMILY BURG" ], "a": 47, "ab": 20, "b": 13, "bc": 4, "c": 4, "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": 89, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Carrie Niziolek", "DAPHNE WANG" ], "a": 51, "ab": 15, "b": 11, "bc": 4, "c": 3, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 86, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Carrie Niziolek", "SARAH BILDSTEN" ], "a": 61, "ab": 13, "b": 12, "bc": 3, "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": 90, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Carrie Niziolek", "KATHRYN TANNER" ], "a": 54, "ab": 16, "b": 9, "bc": 3, "c": 1, "d": 1, "f": 3, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 87, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Carrie Niziolek", "MARGARET LUND" ], "a": 44, "ab": 22, "b": 11, "bc": 4, "c": 2, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 84, "source_aliases": [ "CS&D 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CS&D 303", "course_uid": "course_93bc73318696055c2b2633c5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Carrie Niziolek", "LUKAS SUVEG" ], "a": 56, "ab": 19, "b": 9, "bc": 4, "c": 2, "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": 92, "source_aliases": [ "CS&D 303" ] } ] ``` ### statistics #### gpa 3.667 #### graded 1654 #### counts * 1017 * 370 * 175 * 49 * 22 * 10 * 11 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_93bc73318696055c2b2633c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_93bc73318696055c2b2633c5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_93bc73318696055c2b2633c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_93bc73318696055c2b2633c5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_93bc73318696055c2b2633c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_93bc73318696055c2b2633c5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_93bc73318696055c2b2633c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_93bc73318696055c2b2633c5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.666565900846433 #### count 1654 #### university ##### size 4124 ##### gpa Percentile 44 ##### count Percentile 92 ##### median Count 184 ##### 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 | 9 | false | | 2.8–3.2 | 327 | false | | 3.2–3.6 | 1167 | false | | 3.6–4.0 | 2620 | true | #### departments ```json [ { "subject": "CS&D", "comparison": { "size": 40, "gpaPercentile": 13, "countPercentile": 92, "medianCount": 190.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 36, "current": true } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.7982456140350878 ##### count 57 ##### university ###### size 723 ###### gpa Percentile 86 ###### count Percentile 41 ###### 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 | 62 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 306 | false | | 3.6–4.0 | 180 | true | ##### departments | subject | comparison | | ------- | ---------- | | CS\&D | | #### 1082 ##### term 1082 ##### gpa 3.6587301587301586 ##### count 63 ##### university ###### size 723 ###### gpa Percentile 76 ###### count Percentile 45 ###### 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 | 51 | false | | 2.8–3.2 | 202 | false | | 3.2–3.6 | 265 | false | | 3.6–4.0 | 204 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 10, "gpaPercentile": 67, "countPercentile": 56, "medianCount": 57, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 4, "current": true } ] } } ] ``` #### 1092 ##### term 1092 ##### gpa 3.7816901408450705 ##### count 71 ##### university ###### size 732 ###### gpa Percentile 84 ###### count Percentile 50 ###### 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 | 41 | false | | 2.8–3.2 | 208 | false | | 3.2–3.6 | 271 | false | | 3.6–4.0 | 211 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 11, "gpaPercentile": 90, "countPercentile": 50, "medianCount": 71, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1102 ##### term 1102 ##### gpa 3.567415730337079 ##### count 89 ##### university ###### size 774 ###### gpa Percentile 68 ###### count Percentile 63 ###### 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 | 1 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 201 | false | | 3.2–3.6 | 287 | true | | 3.6–4.0 | 235 | false | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 11, "gpaPercentile": 30, "countPercentile": 60, "medianCount": 81, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 4, "current": true }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` #### 1112 ##### term 1112 ##### gpa 3.6266666666666665 ##### count 75 ##### university ###### size 805 ###### gpa Percentile 74 ###### count Percentile 55 ###### 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 | 45 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 316 | false | | 3.6–4.0 | 225 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 10, "gpaPercentile": 56, "countPercentile": 44, "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": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 5, "current": true } ] } } ] ``` #### 1122 ##### term 1122 ##### gpa 3.938888888888889 ##### count 90 ##### university ###### size 804 ###### gpa Percentile 93 ###### count Percentile 63 ###### 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 | 3 | false | | 2.4–2.8 | 47 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 282 | false | | 3.6–4.0 | 248 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 12, "gpaPercentile": 82, "countPercentile": 55, "medianCount": 88.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1132 ##### term 1132 ##### gpa 3.6511627906976742 ##### count 86 ##### university ###### size 851 ###### gpa Percentile 72 ###### count Percentile 62 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 40 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 303 | false | | 3.6–4.0 | 272 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 14, "gpaPercentile": 31, "countPercentile": 62, "medianCount": 65, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1142 ##### term 1142 ##### gpa 3.778688524590164 ##### count 122 ##### university ###### size 853 ###### gpa Percentile 81 ###### count Percentile 76 ###### 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 | false | | 3.6–4.0 | 268 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 12, "gpaPercentile": 45, "countPercentile": 82, "medianCount": 87, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 9, "current": true } ] } } ] ``` #### 1152 ##### term 1152 ##### gpa 3.6630434782608696 ##### count 92 ##### university ###### size 918 ###### gpa Percentile 74 ###### count Percentile 65 ###### 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 | 1 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 227 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 286 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 14, "gpaPercentile": 31, "countPercentile": 85, "medianCount": 65, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1162 ##### term 1162 ##### gpa 3.9146341463414633 ##### count 82 ##### university ###### size 954 ###### gpa Percentile 90 ###### count Percentile 61 ###### median Count 64.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 350 | false | | 3.6–4.0 | 345 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 14, "gpaPercentile": 62, "countPercentile": 62, "medianCount": 51, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1182 ##### term 1182 ##### gpa 3.6153846153846154 ##### count 143 ##### university ###### size 1025 ###### gpa Percentile 61 ###### count Percentile 80 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 369 | false | | 3.6–4.0 | 418 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 10, "gpaPercentile": 44, "countPercentile": 100, "medianCount": 107.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1192 ##### term 1192 ##### gpa 3.652941176470588 ##### count 85 ##### university ###### size 1077 ###### gpa Percentile 62 ###### count Percentile 61 ###### 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 | 22 | false | | 2.8–3.2 | 203 | false | | 3.2–3.6 | 370 | false | | 3.6–4.0 | 481 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 10, "gpaPercentile": 44, "countPercentile": 44, "medianCount": 86, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.436619718309859 ##### count 71 ##### university ###### size 1102 ###### gpa Percentile 40 ###### count Percentile 53 ###### 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 | true | | 3.6–4.0 | 498 | false | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 13, "gpaPercentile": 8, "countPercentile": 58, "medianCount": 68, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.550561797752809 ##### count 89 ##### university ###### size 1111 ###### gpa Percentile 40 ###### count Percentile 60 ###### 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 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | true | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 13, "gpaPercentile": 25, "countPercentile": 50, "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": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 4, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.5755813953488373 ##### count 86 ##### university ###### size 1157 ###### gpa Percentile 45 ###### count Percentile 59 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 14, "gpaPercentile": 8, "countPercentile": 54, "medianCount": 78, "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": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.7222222222222223 ##### count 90 ##### university ###### size 1216 ###### gpa Percentile 60 ###### 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 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "CS&D", "comparison": { "size": 13, "gpaPercentile": 42, "countPercentile": 50, "medianCount": 90, "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": 4, "current": false }, { "range": "3.6–4.0", "count": 9, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.557471264367816 ##### count 87 ##### university ###### size 1295 ###### gpa Percentile 39 ###### count Percentile 61 ###### 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": "CS&D", "comparison": { "size": 13, "gpaPercentile": 33, "countPercentile": 67, "medianCount": 73, "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": 6, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.5714285714285716 ##### count 84 ##### university ###### size 1333 ###### gpa Percentile 39 ###### count Percentile 58 ###### 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 ```json [ { "subject": "CS&D", "comparison": { "size": 10, "gpaPercentile": 22, "countPercentile": 44, "medianCount": 84, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 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": 4, "current": true }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.614130434782609 ##### count 92 ##### university ###### size 1320 ###### gpa Percentile 40 ###### count Percentile 62 ###### 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 ```json [ { "subject": "CS&D", "comparison": { "size": 11, "gpaPercentile": 40, "countPercentile": 70, "medianCount": 88, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4124 ###### gpa 3.6556292746867123 ###### top Share 81.63874984969749 ###### count 184 ##### CS\&D ###### size 40 ###### gpa 3.833742281123469 ###### top Share 92.18365132840228 ###### count 190.5 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ###### CS\&D ###### size 10 ###### gpa 3.5096591341194268 ###### top Share 72.86866471613735 ###### count 57 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ###### CS\&D ###### size 11 ###### gpa 3.6129174550381338 ###### top Share 79.10400388351188 ###### count 71 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### CS\&D ###### size 11 ###### gpa 3.6023688255856054 ###### top Share 79.32043459208283 ###### count 81 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### CS\&D ###### size 10 ###### gpa 3.546397479713235 ###### top Share 77.11449082268122 ###### count 80 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### CS\&D ###### size 12 ###### gpa 3.6576964441183164 ###### top Share 82.20260508552853 ###### count 88.5 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### CS\&D ###### size 14 ###### gpa 3.6907946441435695 ###### top Share 85.29723039169323 ###### count 65 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ###### CS\&D ###### size 12 ###### gpa 3.6401305777597197 ###### top Share 82.51041350490807 ###### count 87 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### CS\&D ###### size 14 ###### gpa 3.6981497766007076 ###### top Share 82.88324675158741 ###### count 65 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### CS\&D ###### size 14 ###### gpa 3.79267708561185 ###### top Share 90.45325706866952 ###### count 51 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ###### CS\&D ###### size 10 ###### gpa 3.654240207654651 ###### top Share 81.93395863506296 ###### count 107.5 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### CS\&D ###### size 10 ###### gpa 3.6343646927133513 ###### top Share 81.63776315567664 ###### count 86 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### CS\&D ###### size 13 ###### gpa 3.758014705750763 ###### top Share 88.74614584172895 ###### count 68 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### CS\&D ###### size 13 ###### gpa 3.75399713203368 ###### top Share 87.37993945063687 ###### count 89 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### CS\&D ###### size 14 ###### gpa 3.796821551393542 ###### top Share 89.9661772840625 ###### count 78 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### CS\&D ###### size 13 ###### gpa 3.7173089738128957 ###### top Share 83.84683020865288 ###### count 90 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### CS\&D ###### size 13 ###### gpa 3.704985753429651 ###### top Share 85.8594999431943 ###### count 73 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### CS\&D ###### size 10 ###### gpa 3.706937119200353 ###### top Share 84.89561406360085 ###### count 84 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### CS\&D ###### size 11 ###### gpa 3.6485908029434566 ###### top Share 82.55546010885506 ###### count 88 ## instructor Trends ```json [ { "uid": "instructor_adbd7c8506e949b6954d39ac", "name": "CARRIE NIZIOLEK", "count": 827, "terms": [ { "term": "1182", "count": 143, "sections": 1, "gpa": 3.6153846153846154 }, { "term": "1192", "count": 85, "sections": 1, "gpa": 3.652941176470588 }, { "term": "1202", "count": 71, "sections": 1, "gpa": 3.436619718309859 }, { "term": "1212", "count": 89, "sections": 1, "gpa": 3.550561797752809 }, { "term": "1222", "count": 86, "sections": 1, "gpa": 3.5755813953488373 }, { "term": "1232", "count": 90, "sections": 1, "gpa": 3.7222222222222223 }, { "term": "1242", "count": 87, "sections": 1, "gpa": 3.557471264367816 }, { "term": "1252", "count": 84, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1262", "count": 92, "sections": 1, "gpa": 3.614130434782609 } ] }, { "uid": "instructor_29231c590a4f84cc88ea3dc6", "name": "MARGARITIS FOURAKIS", "count": 741, "terms": [ { "term": "1072", "count": 57, "sections": 1, "gpa": 3.7982456140350878 }, { "term": "1082", "count": 63, "sections": 1, "gpa": 3.6587301587301586 }, { "term": "1092", "count": 71, "sections": 1, "gpa": 3.7816901408450705 }, { "term": "1102", "count": 89, "sections": 1, "gpa": 3.567415730337079 }, { "term": "1112", "count": 75, "sections": 1, "gpa": 3.6266666666666665 }, { "term": "1122", "count": 90, "sections": 1, "gpa": 3.938888888888889 }, { "term": "1142", "count": 122, "sections": 1, "gpa": 3.778688524590164 }, { "term": "1152", "count": 92, "sections": 1, "gpa": 3.6630434782608696 }, { "term": "1162", "count": 82, "sections": 1, "gpa": 3.9146341463414633 } ] }, { "uid": "instructor_b218263019057e839a059814", "name": "LUKAS SUVEG", "count": 92, "terms": [ { "term": "1262", "count": 92, "sections": 1, "gpa": 3.614130434782609 } ] }, { "uid": "instructor_5725f3ad993efda0354d91e2", "name": "SARAH BILDSTEN", "count": 90, "terms": [ { "term": "1232", "count": 90, "sections": 1, "gpa": 3.7222222222222223 } ] }, { "uid": "instructor_1b3bea451934f3bfc1e07e8a", "name": "EMILY BURG", "count": 89, "terms": [ { "term": "1212", "count": 89, "sections": 1, "gpa": 3.550561797752809 } ] }, { "uid": "instructor_c63574c4995cfe073e5c1894", "name": "KATHRYN TANNER", "count": 87, "terms": [ { "term": "1242", "count": 87, "sections": 1, "gpa": 3.557471264367816 } ] }, { "uid": "instructor_265f549f5cb97077b0e86421", "name": "GARY WEISMER", "count": 86, "terms": [ { "term": "1132", "count": 86, "sections": 1, "gpa": 3.6511627906976742 } ] }, { "uid": "instructor_84ee3e050dbb73437e2faee0", "name": "DAPHNE WANG", "count": 86, "terms": [ { "term": "1222", "count": 86, "sections": 1, "gpa": 3.5755813953488373 } ] }, { "uid": "instructor_1ae80a6ea9f91774c73cf909", "name": "CARISSA ERNAT", "count": 85, "terms": [ { "term": "1192", "count": 85, "sections": 1, "gpa": 3.652941176470588 } ] }, { "uid": "instructor_ec7607fcf42f0b066c307b47", "name": "MARGARET LUND", "count": 84, "terms": [ { "term": "1252", "count": 84, "sections": 1, "gpa": 3.5714285714285716 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.34 #### upper 3.87 #### coverage 80 #### terms 8 ### gpa 3.6049472924897463 ### grades | grade | percentage | | ----- | ------------------ | | A | 59.93899328699115 | | AB | 20.203001966331612 | | B | 11.585324030557945 | | BC | 4.157552770686847 | | C | 2.0264258776592774 | | D | 0.8255434451398322 | | F | 1.2631586226333356 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 439 ### same Season true ### historical Range * 3.5574712643678166 * 3.7222222222222223 ### backtest #### terms 8 #### gpa Error 0.08442845353575168 #### mix Error 10.967631512574016