# NTP 675: Special Topics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/NTP_675) ## 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 | | 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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 664b6089c40ee654ecd0eca34060a0d2c997e1efe8dd24d60879f20348e1829b ### course id NTP 675 ### course uid course\_1c34af26596c794e5cdfc016 ### catalog version id eb16dcb61d70472661c5382b879977dbfee5ee5ef4015c0f837577b1522d9934 ### course number 675 ### subjects * NTP ### title SPECIAL TOPICS ### description ### requirements text None ### credits min 1 ### credits max 3 ### credit offering ids * 1272:682:013783 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id cf2d59c5d465a3d9f35d0d09460f0329f60b342268d892fb81f62c96e1237043 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status insufficient\_evidence ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases None recorded. ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 995cc9509cd5f220b6624b12f99f74662e0919db5a8de226b1414f68f89362f6 #### course id NTP 675 #### current instructors None recorded. #### 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 2018: 3.92 GPA, 91.7% A/AB (n=12 letter grades); Spring 2019: 3.84 GPA, 89.5% A/AB (n=19 letter grades); Fall 2021: 4.00 GPA, 100.0% A/AB (n=22 letter grades). ```json { "citations": [ { "course_id": "NTP 675", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "66479171-ff14-321b-89e8-09d859c9806e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "NTP 675", "run_id": 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rule. #### root source\_requirements #### status needs\_review ### instructors None recorded. ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:682:013783", "course_id": "NTP 675", "course_uid": "course_1c34af26596c794e5cdfc016", "term_id": "1272", "source_course_id": "013783", "source_subject_id": "682", "title": "Special Topics", "credits_min": 1, "credits_max": 3, "typically_offered": "Fall, Spring, Summer" } ] ``` ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_554cacdb68aa267c6951e17a", "source": "madgrades", "source_instructor_id": "3800765", "identity_basis": "source_id", "identity_status": "source_identified", "name": "STERLING JOHNSON", "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": 63, "counts": [ 46, 7, 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15:55:43.033547+00:00", "grade_statistics": { "gpa": null, "graded": 0, "counts": [ 0, 0, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/ILHAN_BOK" }, { "instructor_uid": "instructor_a65313e1cd0f224501485ce3", "source": "madgrades", "source_instructor_id": "3728293", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DONNA WERLING", "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": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3061483", "source_url": "https://www.ratemyprofessors.com/professor/3061483", "match_basis": "exact_name", "observed_at": "2026-09-07 16:43:16.727715+00:00", "courses": { "course_3072ef2bc2ee7e4a222f0281": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.412, "graded": 370, "counts": [ 137, 107, 77, 26, 21, 2, 0 ], "sections": 50 }, "instructor_url": "/instructors/DONNA_WERLING--instructor_a65313e1cd0f224501485ce3" }, { "instructor_uid": "instructor_b43cf1f88115c39040c31782", "source": "madgrades", "source_instructor_id": "6180480", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AVIAD HAI", "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": 3.961, "graded": 267, "counts": [ 247, 19, 1, 0, 0, 0, 0 ], "sections": 70 }, "instructor_url": "/instructors/AVIAD_HAI--instructor_b43cf1f88115c39040c31782" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "NTP 675", "course_uid": "course_1c34af26596c794e5cdfc016", "term_id": "1072", 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"incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "NTP 675" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "NTP 675", "course_uid": "course_1c34af26596c794e5cdfc016", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Andre Moura Da Costa E Sousa", "Aviad Hai", "Donna Werling", "ILHAN BOK" ], "a": 0, "ab": 0, "b": 0, "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": 0, "source_aliases": [ "NTP 675" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "NTP 675", "course_uid": "course_1c34af26596c794e5cdfc016", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Andre Moura Da Costa E Sousa", "Aviad Hai", "Donna Werling" ], "a": 0, "ab": 0, "b": 0, "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": 0, "source_aliases": [ "NTP 675" ] } ] ``` ### statistics #### gpa 3.786 #### graded 738 #### counts * 542 * 95 * 89 * 9 * 2 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_1c34af26596c794e5cdfc016-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1c34af26596c794e5cdfc016-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_1c34af26596c794e5cdfc016-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1c34af26596c794e5cdfc016-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_1c34af26596c794e5cdfc016-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1c34af26596c794e5cdfc016-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## instructor Trends ```json [ { "uid": "instructor_37da21793e4e7bed82532512", "name": "CHIARA CIRELLI", "count": 180, "terms": [ { "term": "1092", "count": 8, "sections": 1, "gpa": 3.625 }, { "term": "1104", "count": 11, "sections": 1, "gpa": 3.8181818181818183 }, { "term": "1122", "count": 30, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1132", "count": 11, "sections": 1, "gpa": 3.909090909090909 }, { "term": "1152", "count": 28, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1162", "count": 30, "sections": 1, "gpa": 3.6333333333333333 }, { "term": "1172", "count": 42, "sections": 1, "gpa": 3.4523809523809526 }, { "term": "1182", "count": 20, "sections": 1, "gpa": 3.575 } ] }, { "uid": 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"gpa": 3.95 } ] }, { "uid": "instructor_0701688b869c1baea3ccba1d", "name": "TOM C T YIN", "count": 7, "terms": [ { "term": "1122", "count": 7, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_296ac2488bff3631f7da5284", "name": "MARY ELIZABETH MEYERAND", "count": 6, "terms": [ { "term": "1084", "count": 6, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.