# LIS 407: Data Storytelling with Visualization | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_407) ## 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 ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc ### course id LIS 407 ### course uid course\_26a3253bb559893e7f2e983f ### catalog version id 3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f ### course number 407 ### subjects * LIS ### title DATA STORYTELLING WITH VISUALIZATION ### description Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data, the limitations and challenges in using data visualizations, including misrepresentation and bias and planning appropriate types of visualization(s) based on source data, audience, and goals. Instruction will include hands-on experience with popular visualization software platforms to develop visualizations and presentations. ### requirements text Sophomore standing and satisfied Quantitative Reasoning (QR) A ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:026072 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id d96e6d8e726fd2eeed19323116a8d68aa830e02889173f7ace096f4a591b6cfc ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations. ### llm topics * Data visualization. * Challenges and limitations of data visualizations. * Misrepresentation and bias in data. * Visualization software platforms. ### llm skills * Summarizing, analyzing, and communicating data. * Using visualization software platforms. * Planning visualizations based on data, audience, and goals. * Identifying limitations, misrepresentation, and bias in visualizations. ### llm assumed background * Students must have reached sophomore standing. * Students must have satisfied the Quantitative Reasoning A requirement. ### llm search phrases * data visualization * data storytelling * visualization software * data analysis * communication skills * bias in data * misrepresentation ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 346b32416c3e0514e7e0e470f9df8f18f56945434393a0d891326f61719bd4f1 #### course id LIS 407 #### current instructors ```json [ { "instructor_uid": "instructor_dcca9dbcfba830c2f365d283", "message": "No course-specific reviews available", "name": "Chaoqun Ni", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Spring 2023: 3.48 GPA, 75.0% A/AB (n=24 letter grades); Spring 2024: 3.69 GPA, 83.3% A/AB (n=42 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_08ac4c2d19c02ccab77b7630", "message": "No course-specific reviews available", "name": "Jialin Liu", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.65 GPA, 81.4% A/AB (n=86 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload Historical reviews of Xiang Zheng: Workload is manageable if students complete homework on time and attend class to follow demonstrations, though understanding concepts requires effort. ```json { "citations": [ { "instructor_name": "Xiang Zheng", "review_date": "2025-07-23 17:46:06 +0000 UTC", "review_id": "94d87a838ef4faf4bcedb28e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQxNTE5MzUw", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-12-11 23:13:30 +0000 UTC", "review_id": "f03d02120bae1832076635fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQyMTkxMDAx", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" } ] } ``` #### errors None recorded. #### historical context No reviews exist for current instructors Chaoqun Ni or Jialin Liu. Historical reviews for Jeffrey Kritzman and Xiang Zheng describe generally positive experiences with clear instruction and helpfulness, though Kritzman was noted as repetitive with readings. ```json { "citations": [ { "instructor_name": "Jeffrey Kritzman", "review_date": "2025-06-19 20:12:31 +0000 UTC", "review_id": "faaeebff81f02b109c602ffa", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3108909", "source_review_id": "UmF0aW5nLTQxNDQ3NTE1", "source_url": "https://www.ratemyprofessors.com/professor/3108909", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-07-23 17:46:06 +0000 UTC", "review_id": "94d87a838ef4faf4bcedb28e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQxNTE5MzUw", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-12-11 23:13:30 +0000 UTC", "review_id": "f03d02120bae1832076635fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQyMTkxMDAx", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews describe the course as easy and enjoyable, with supportive instructors and engaging projects, though some note repetitive readings. ```json { "citations": [ { "instructor_name": "Jeffrey Kritzman", "review_date": "2025-06-19 20:12:31 +0000 UTC", "review_id": "faaeebff81f02b109c602ffa", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3108909", "source_review_id": "UmF0aW5nLTQxNDQ3NTE1", "source_url": "https://www.ratemyprofessors.com/professor/3108909", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-07-23 17:46:06 +0000 UTC", "review_id": "94d87a838ef4faf4bcedb28e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQxNTE5MzUw", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-12-11 23:13:30 +0000 UTC", "review_id": "f03d02120bae1832076635fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQyMTkxMDAx", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.64 GPA, 82.0% A/AB (n=128 letter grades); Fall 2025: 3.57 GPA, 82.1% A/AB (n=156 letter grades); Spring 2026: 3.43 GPA, 73.6% A/AB (n=121 letter grades). ```json { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Jeffrey Kritzman, Xiang Zheng: Students appreciate unique projects and instructors who stay after class to answer questions, though one reviewer found assigned readings repetitive. ```json { "citations": [ { "instructor_name": "Jeffrey Kritzman", "review_date": "2025-06-19 20:12:31 +0000 UTC", "review_id": "faaeebff81f02b109c602ffa", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3108909", "source_review_id": "UmF0aW5nLTQxNDQ3NTE1", "source_url": "https://www.ratemyprofessors.com/professor/3108909", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-07-23 17:46:06 +0000 UTC", "review_id": "94d87a838ef4faf4bcedb28e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQxNTE5MzUw", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" }, { "instructor_name": "Xiang Zheng", "review_date": "2025-12-11 23:13:30 +0000 UTC", "review_id": "f03d02120bae1832076635fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3112044", "source_review_id": "UmF0aW5nLTQyMTkxMDAx", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history CHAOQUN NI is recorded teaching in Spring 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` JEFF KRITZMAN is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` JIALIN LIU is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` XIANG ZHENG is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 407", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "source_record": { "entity_id": "c43ebee5-1a95-3f09-b9fc-16e53243b128", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Sophomore standing and satisfied Quantitative Reasoning (QR) A", "id": "n0", "kind": "all" }, { "children": [], "condition": "Sophomore standing", "course": null, "evidence": "Sophomore standing", "id": "n1", "kind": "condition" }, { "children": [], "condition": "satisfied Quantitative Reasoning (QR) A", "course": null, "evidence": "satisfied Quantitative Reasoning (QR) A", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ---------- | -------------------- | -------------------------------- | -------------------------------- | ------------------------ | | instructor\_dcca9dbcfba830c2f365d283 | enrollment | cni25 | netid | source\_identified | Chaoqun Ni | CHAOQUN.NI\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHAOQUN\_NI | | instructor\_08ac4c2d19c02ccab77b7630 | enrollment | jliu2533 | netid | source\_identified | Jialin Liu | JIALIN.LIU\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/JIALIN\_LIU | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:544:026072", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1272", "source_course_id": "026072", "source_subject_id": "544", "title": "Data Storytelling with Visualization", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:29133", "term_id": "1272", "source_section_id": "29133", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 120, "enrolled": 120, "waitlisted": 10, "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_835aff0aa0a599a43ec329b5", "source": "madgrades", "source_instructor_id": "6317161", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHAOQUN NI", "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": 3.767, "graded": 558, "counts": [ 433, 71, 24, 7, 15, 2, 6 ], "sections": 41 }, "instructor_url": "/instructors/CHAOQUN_NI--instructor_835aff0aa0a599a43ec329b5" }, { "instructor_uid": "instructor_1e7b05f515793a66738c625f", "source": "madgrades", "source_instructor_id": "271170", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EMILEE RADER", "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": 3.563, "graded": 459, "counts": [ 253, 122, 45, 15, 10, 4, 10 ], "sections": 9 }, "instructor_url": "/instructors/EMILEE_RADER--instructor_1e7b05f515793a66738c625f" }, { "instructor_uid": "instructor_1dced8b635f790ef31f079a0", "source": "madgrades", "source_instructor_id": "6375644", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XIANG ZHENG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 4.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:3112044", "source_url": "https://www.ratemyprofessors.com/professor/3112044", "match_basis": "exact_name", "observed_at": "2026-09-07 15:58:42.161332+00:00", "courses": { "course_26a3253bb559893e7f2e983f": { "review_count": 2, "quality": 4.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.654, "graded": 153, "counts": [ 122, 7, 8, 5, 2, 6, 3 ], "sections": 4 }, "instructor_url": "/instructors/XIANG_ZHENG" }, { "instructor_uid": "instructor_ad54ed47bd5305495cc55b0a", "source": "madgrades", "source_instructor_id": "3742229", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JEFF KRITZMAN", "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": 3.651, "graded": 86, "counts": [ 54, 16, 11, 2, 1, 2, 0 ], "sections": 1 }, "instructor_url": "/instructors/JEFF_KRITZMAN--instructor_ad54ed47bd5305495cc55b0a" }, { "instructor_uid": "instructor_b5ada9a25cfffd8e61afad06", "source": "madgrades", "source_instructor_id": "6642745", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JIALIN LIU", "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": 3.683, "graded": 300, "counts": [ 208, 48, 25, 4, 8, 4, 3 ], "sections": 5 }, "instructor_url": "/instructors/JIALIN_LIU--instructor_b5ada9a25cfffd8e61afad06" }, { "instructor_uid": "instructor_d8eef5b2975277798e3d3983", "source": "madgrades", "source_instructor_id": "4432571", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARIA HYUN", "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": 3.349, "graded": 73, "counts": [ 22, 30, 10, 5, 4, 1, 1 ], "sections": 1 }, "instructor_url": "/instructors/MARIA_HYUN--instructor_d8eef5b2975277798e3d3983" }, { "instructor_uid": "instructor_08ac4c2d19c02ccab77b7630", "source": "enrollment", "source_instructor_id": "jliu2533", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jialin Liu", "email": "JIALIN.LIU@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/JIALIN_LIU" }, { "instructor_uid": "instructor_dcca9dbcfba830c2f365d283", "source": "enrollment", "source_instructor_id": "cni25", "identity_basis": "netid", "identity_status": "source_identified", "name": "Chaoqun Ni", "email": "CHAOQUN.NI@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/CHAOQUN_NI" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Chaoqun Ni" ], "a": 18, "ab": 0, "b": 2, "bc": 1, "c": 1, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Emilee Rader" ], "a": 17, "ab": 9, "b": 6, "bc": 4, "c": 2, "d": 2, "f": 3, "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": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Chaoqun Ni" ], "a": 29, "ab": 6, "b": 4, "bc": 0, "c": 3, "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": 42, "source_aliases": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Emilee Rader", "XIANG ZHENG" ], "a": 46, "ab": 14, "b": 11, "bc": 1, "c": 1, "d": 1, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 77, "source_aliases": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "JEFF KRITZMAN", "Jialin Liu", "XIANG ZHENG" ], "a": 85, "ab": 20, "b": 13, "bc": 3, "c": 2, "d": 5, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 129, "source_aliases": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Chaoqun Ni", "Emilee Rader", "Jialin Liu", "XIANG ZHENG" ], "a": 101, "ab": 27, "b": 14, "bc": 3, "c": 4, "d": 1, "f": 6, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 1, "other": 0, "total": 158, "source_aliases": [ "LIS 407" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 407", "course_uid": "course_26a3253bb559893e7f2e983f", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Emilee Rader", "Maria Hyun", "XIANG ZHENG" ], "a": 56, "ab": 33, "b": 14, "bc": 9, "c": 4, "d": 3, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 122, "source_aliases": [ "LIS 407" ] } ] ``` ### statistics #### gpa 3.527 #### graded 590 #### counts * 352 * 109 * 64 * 21 * 17 * 13 * 14 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_26a3253bb559893e7f2e983f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_26a3253bb559893e7f2e983f-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_26a3253bb559893e7f2e983f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_26a3253bb559893e7f2e983f-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_26a3253bb559893e7f2e983f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_26a3253bb559893e7f2e983f-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_26a3253bb559893e7f2e983f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_26a3253bb559893e7f2e983f-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_26a3253bb559893e7f2e983f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_26a3253bb559893e7f2e983f-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5271186440677966 #### count 590 #### university ##### size 3995 ##### gpa Percentile 23 ##### count Percentile 90 ##### median Count 109 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 12 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 990 | true | | 3.6–4.0 | 2775 | false | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 56, "gpaPercentile": 5, "countPercentile": 89, "medianCount": 146.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": true }, { "range": "3.6–4.0", "count": 51, "current": false } ] } } ] ``` ### terms #### 1234 ##### term 1234 ##### gpa 3.4791666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1242 ##### term 1242 ##### gpa 3.104651162790698 ##### count 43 ##### university ###### size 1295 ###### gpa Percentile 9 ###### count Percentile 28 ###### 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 | true | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 21, "gpaPercentile": 0, "countPercentile": 35, "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": true }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 18, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.6904761904761907 ##### count 42 ##### university ###### size 1241 ###### gpa Percentile 54 ###### count Percentile 26 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 23, "gpaPercentile": 18, "countPercentile": 45, "medianCount": 43, "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": 1, "current": false }, { "range": "3.6–4.0", "count": 21, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.5723684210526314 ##### count 76 ##### university ###### size 1333 ###### gpa Percentile 39 ###### count Percentile 54 ###### 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": "LIS", "comparison": { "size": 22, "gpaPercentile": 5, "countPercentile": 67, "medianCount": 64, "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": 20, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.63671875 ##### count 128 ##### university ###### size 1289 ###### gpa Percentile 45 ###### count Percentile 79 ###### 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": "LIS", "comparison": { "size": 22, "gpaPercentile": 19, "countPercentile": 76, "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": 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": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.5705128205128207 ##### count 156 ##### university ###### size 1320 ###### gpa Percentile 37 ###### count Percentile 81 ###### 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 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 19, "countPercentile": 86, "medianCount": 89.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.4297520661157024 ##### count 121 ##### university ###### size 1283 ###### gpa Percentile 24 ###### count Percentile 76 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | true | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 26, "gpaPercentile": 0, "countPercentile": 76, "medianCount": 68.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 4, "current": true }, { "range": "3.6–4.0", "count": 22, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3995 ###### gpa 3.6960460613921255 ###### top Share 84.09314614831455 ###### count 109 ##### LIS ###### size 56 ###### gpa 3.819001383420338 ###### top Share 91.92016946938499 ###### count 146.5 #### terms ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### LIS ###### size 12 ###### gpa 3.823506024254057 ###### top Share 92.61444646373904 ###### count 52.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### LIS ###### size 21 ###### gpa 3.7798109571537672 ###### top Share 89.96354041118646 ###### count 71 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### LIS ###### size 23 ###### gpa 3.7785046032731033 ###### top Share 90.26192741317158 ###### count 43 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### LIS ###### size 22 ###### gpa 3.812010001587644 ###### top Share 91.12079947643103 ###### count 64 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### LIS ###### size 22 ###### gpa 3.7638187275898236 ###### top Share 89.4253626336275 ###### count 71.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### LIS ###### size 22 ###### gpa 3.7696395303678063 ###### top Share 89.8756587241882 ###### count 89.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### LIS ###### size 26 ###### gpa 3.7763648214424603 ###### top Share 89.64354345968482 ###### count 68.5 ## instructor Trends ```json [ { "uid": "instructor_1e7b05f515793a66738c625f", "name": "EMILEE RADER", "count": 199, "terms": [ { "term": "1242", "count": 43, "sections": 1, "gpa": 3.104651162790698 }, { "term": "1252", "count": 42, "sections": 1, "gpa": 3.369047619047619 }, { "term": "1262", "count": 41, "sections": 1, "gpa": 3.292682926829268 }, { "term": "1264", "count": 73, "sections": 1, "gpa": 3.3493150684931505 } ] }, { "uid": "instructor_b5ada9a25cfffd8e61afad06", "name": "JIALIN LIU", "count": 172, "terms": [ { "term": "1254", "count": 86, "sections": 1, "gpa": 3.6511627906976742 }, { "term": "1262", "count": 86, "sections": 1, "gpa": 3.6627906976744184 } ] }, { "uid": "instructor_1dced8b635f790ef31f079a0", "name": "XIANG ZHENG", "count": 153, "terms": [ { "term": "1252", "count": 34, "sections": 1, "gpa": 3.823529411764706 }, { "term": "1254", "count": 42, "sections": 1, "gpa": 3.607142857142857 }, { "term": "1262", "count": 29, "sections": 1, "gpa": 3.689655172413793 }, { "term": "1264", "count": 48, "sections": 1, "gpa": 3.5520833333333335 } ] }, { "uid": "instructor_835aff0aa0a599a43ec329b5", "name": "CHAOQUN NI", "count": 152, "terms": [ { "term": "1234", "count": 24, "sections": 1, "gpa": 3.4791666666666665 }, { "term": "1244", "count": 42, "sections": 1, "gpa": 3.6904761904761907 }, { "term": "1262", "count": 86, "sections": 1, "gpa": 3.6627906976744184 } ] }, { "uid": "instructor_ad54ed47bd5305495cc55b0a", "name": "JEFF KRITZMAN", "count": 86, "terms": [ { "term": "1254", "count": 86, "sections": 1, "gpa": 3.6511627906976742 } ] }, { "uid": "instructor_d8eef5b2975277798e3d3983", "name": "MARIA HYUN", "count": 73, "terms": [ { "term": "1264", "count": 73, "sections": 1, "gpa": 3.3493150684931505 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.448927992434825 ### grades | grade | percentage | | ----- | ------------------ | | A | 56.74875735924756 | | AB | 18.622902971379002 | | B | 12.083417582344081 | | BC | 3.65950691562185 | | C | 2.7022452168428046 | | D | 1.9140989368932462 | | F | 4.269071017671455 | ### source Terms * 1262 * 1252 * 1242 ### source Count 275 ### same Season true ### historical Range * 3.104651162790698 * 3.5723684210526314