Datasets:

ust-archive
/

ust-rankings

subject stringclasses 119 values	code stringlengths 3 5 ⌀	term_num int32 48 104 ⌀	term_code stringdate 1210-01-01 00:00:00 2610-01-01 00:00:00 ⌀	is_offered bool 2 classes	criterion stringclasses 6 values	bayesian float64 -5.67 2.12 ⌀	confidence float64 0 23.2k ⌀	samples int64 0 1.28k ⌀	cumulative_samples int64 0 6.56k ⌀
ACCT	1010	48	1210	false	content	0.082925	1	1	1
ACCT	1010	48	1210	false	grading	0.436984	1	1	1
ACCT	1010	48	1210	false	teaching	0.120149	1	1	1
ACCT	1010	48	1210	false	workload	0.075738	1	1	1
ACCT	1010	49	1220	false	content	0.002654	0.897901	0	1
ACCT	1010	49	1220	false	grading	0.000001	0.897901	0	1
ACCT	1010	49	1220	false	teaching	0	0.897901	0	1
ACCT	1010	49	1220	false	workload	0	0.897901	0	1
ACCT	1010	50	1230	false	content	0.249816	0.806226	0	1
ACCT	1010	50	1230	false	grading	0.516867	0.806226	0	1
ACCT	1010	50	1230	false	teaching	0.485238	0.806226	0	1
ACCT	1010	50	1230	false	workload	0.372509	0.806226	0	1
ACCT	1010	51	1240	false	content	0.306689	0.723911	0	1
ACCT	1010	51	1240	false	grading	0.393538	0.723911	0	1
ACCT	1010	51	1240	false	teaching	0.449852	0.723911	0	1
ACCT	1010	51	1240	false	workload	0.446747	0.723911	0	1
ACCT	1010	52	1310	false	content	0.174058	0.65	0	1
ACCT	1010	52	1310	false	grading	0.460332	0.65	0	1
ACCT	1010	52	1310	false	teaching	0.116805	0.65	0	1
ACCT	1010	52	1310	false	workload	0.218185	0.65	0	1
ACCT	1010	53	1320	false	content	-0.032668	0.583635	0	1
ACCT	1010	53	1320	false	grading	0.121544	0.583635	0	1
ACCT	1010	53	1320	false	teaching	-0.016327	0.583635	0	1
ACCT	1010	53	1320	false	workload	0.040827	0.583635	0	1
ACCT	1010	54	1330	false	content	0.116548	0.524047	0	1
ACCT	1010	54	1330	false	grading	0.273954	0.524047	0	1
ACCT	1010	54	1330	false	teaching	0.115859	0.524047	0	1
ACCT	1010	54	1330	false	workload	0.171133	0.524047	0	1
ACCT	1010	55	1340	false	content	0.300717	0.470542	0	1
ACCT	1010	55	1340	false	grading	0.257127	0.470542	0	1
ACCT	1010	55	1340	false	teaching	0.331934	0.470542	0	1
ACCT	1010	55	1340	false	workload	0.048305	0.470542	0	1
ACCT	1010	56	1410	false	content	-0.003695	0.4225	0	1
ACCT	1010	56	1410	false	grading	0.24487	0.4225	0	1
ACCT	1010	56	1410	false	teaching	0.017573	0.4225	0	1
ACCT	1010	56	1410	false	workload	0.120272	0.4225	0	1
ACCT	1010	57	1420	false	content	-0.000584	0.379363	0	1
ACCT	1010	57	1420	false	grading	0.11636	0.379363	0	1
ACCT	1010	57	1420	false	teaching	-0.034771	0.379363	0	1
ACCT	1010	57	1420	false	workload	0.102168	0.379363	0	1
ACCT	1010	58	1430	false	content	0.830761	85.34063	4	5
ACCT	1010	58	1430	false	grading	0.252731	85.34063	4	5
ACCT	1010	58	1430	false	teaching	0.937702	85.34063	4	5
ACCT	1010	58	1430	false	workload	0.782482	85.34063	4	5
ACCT	1010	59	1440	false	content	0.573723	7.489058	0	5
ACCT	1010	59	1440	false	grading	0.287701	7.489058	0	5
ACCT	1010	59	1440	false	teaching	0.667893	7.489058	0	5
ACCT	1010	59	1440	false	workload	0.502215	7.489058	0	5
ACCT	1010	60	1510	false	content	0.769827	93.053816	3	8
ACCT	1010	60	1510	false	grading	0.48375	93.053816	3	8
ACCT	1010	60	1510	false	teaching	0.807289	93.053816	3	8
ACCT	1010	60	1510	false	workload	0.823226	93.053816	3	8
ACCT	1010	61	1520	false	content	0.481201	8.058149	0	8
ACCT	1010	61	1520	false	grading	0.358868	8.058149	0	8
ACCT	1010	61	1520	false	teaching	0.524274	8.058149	0	8
ACCT	1010	61	1520	false	workload	0.509196	8.058149	0	8
ACCT	1010	62	1530	false	content	0.173271	159.022385	4	12
ACCT	1010	62	1530	false	grading	0.761194	159.022385	4	12
ACCT	1010	62	1530	false	teaching	0.896963	159.022385	4	12
ACCT	1010	62	1530	false	workload	0.789463	159.022385	4	12
ACCT	1010	63	1540	false	content	0.128393	12.781992	0	12
ACCT	1010	63	1540	false	grading	0.65436	12.781992	0	12
ACCT	1010	63	1540	false	teaching	0.691398	12.781992	0	12
ACCT	1010	63	1540	false	workload	0.603225	12.781992	0	12
ACCT	1010	64	1610	false	content	0.146336	11.476961	0	12
ACCT	1010	64	1610	false	grading	0.638401	11.476961	0	12
ACCT	1010	64	1610	false	teaching	0.725601	11.476961	0	12
ACCT	1010	64	1610	false	workload	0.576158	11.476961	0	12
ACCT	1010	65	1620	false	content	0.148202	10.305172	0	12
ACCT	1010	65	1620	false	grading	0.610322	10.305172	0	12
ACCT	1010	65	1620	false	teaching	0.693249	10.305172	0	12
ACCT	1010	65	1620	false	workload	0.558504	10.305172	0	12
ACCT	1010	66	1630	false	content	0.444478	163.36455	4	16
ACCT	1010	66	1630	false	course	0.606907	613.67436	72	72
ACCT	1010	66	1630	false	grading	0.852995	163.36455	4	16
ACCT	1010	66	1630	false	instructor	0.987643	613.67436	72	72
ACCT	1010	66	1630	false	teaching	0.927822	163.36455	4	16
ACCT	1010	66	1630	false	workload	0.778265	163.36455	4	16
ACCT	1010	67	1640	false	content	0.392925	14.797799	2	18
ACCT	1010	67	1640	false	course	0.589174	45.918223	0	72
ACCT	1010	67	1640	false	grading	0.664378	14.797799	2	18
ACCT	1010	67	1640	false	instructor	0.958443	45.918223	0	72
ACCT	1010	67	1640	false	teaching	0.684637	14.797799	2	18
ACCT	1010	67	1640	false	workload	0.593903	14.797799	2	18
ACCT	1010	68	1710	false	content	0.365102	157.504513	2	20
ACCT	1010	68	1710	false	course	0.570633	1,287.59765	88	160
ACCT	1010	68	1710	false	grading	0.772089	157.504513	2	20
ACCT	1010	68	1710	false	instructor	0.763444	1,287.59765	88	160
ACCT	1010	68	1710	false	teaching	0.904323	157.504513	2	20
ACCT	1010	68	1710	false	workload	0.675682	157.504513	2	20
ACCT	1010	69	1720	false	content	0.312194	13.726168	0	20
ACCT	1010	69	1720	false	course	0.562945	96.344576	0	160
ACCT	1010	69	1720	false	grading	0.560829	13.726168	0	20
ACCT	1010	69	1720	false	instructor	0.752763	96.344576	0	160
ACCT	1010	69	1720	false	teaching	0.664969	13.726168	0	20
ACCT	1010	69	1720	false	workload	0.51069	13.726168	0	20
ACCT	1010	70	1730	false	content	0.375675	150.984198	2	22
ACCT	1010	70	1730	false	course	0.640677	1,490.957001	52	212
ACCT	1010	70	1730	false	grading	0.725818	150.984198	2	22
ACCT	1010	70	1730	false	instructor	0.792564	1,490.957001	52	212

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UST Rankings

Daily course and instructor rating marts for UST Rankings, built from the ust-archive datasets.

File	Contents
`courses.parquet`	Current Course metadata by Course Code.
`course-ratings.parquet`	Longitudinal course ratings by term and criterion.
`instructor-ratings.parquet`	Longitudinal instructor ratings by term and criterion.
`course-rankings.parquet`	Latest-term course ratings.
`instructor-rankings.parquet`	Latest-term instructor ratings.
`course-instructors.parquet`	Course-to-instructor associations by term.

The source pipeline and field documentation are maintained in ust-archive/ust-rankings.

The identity correction artifact uses typed Instructor Association Corrections (correction_type, source_commit, target_uuid, source_name, optional term_code, and course_code) while retaining its historical storage filename.

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