Datasets:

MicPie
/

unpredictable_rated-medium

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5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Height of People [Unit] Feet [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Driving Distance [Unit] Miles (also Miles/Gallon of fuel) [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Height of Rooms [Unit] Feet [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Walking/Running Distances (up to 1 mile) [Unit] Yards and Metres interchangeably [System]	Imperial or Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Size of Objects (up to 30 cm) [Unit] Centimetre [System]	Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Paper Sizes and anything laid out on paper [Unit] Millimetres [System]	Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Water Depth (Artificial bodies of water) [Unit] Feet [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Water Depth (Natural bodies of water) [Unit] Metre [System]	Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Furniture [Unit] Metres & Centimetres [System]	Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Thicknesses of furniture (relative to a larger surface) [Unit] Inches [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Thickness of drawn lines [Unit] Millimetres [System]	Metric	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
5fa50ce8_tes_And_Queries___Martin_Burns__System	[Measuring] Thickness of printed lines [Unit] Points (= 1/72 of an inch) [System]	Imperial	[ [ "I", "m", "p", "e", "r", "i", "a", "l" ], [ "I", "m", "p", "e", "r", "i", "a", "l", " ", "o", "r", " ", "M", "e", "t", "r", "i", "c" ], [ "M", "e", "t", "r", "i", "c" ] ]	Notes And Queries \| Martin Burns	System	http://www.easyweb.co.uk/notes/	35/1438044271733.81_20150728004431-00229-ip-10-236-191-2_412049446_0.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Business/Marketing Plan [Industry] Non Profit – Education [Nature of Project] Market new technology to improve teaching of STEM (science, technology, engineering, math) [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Finance [Industry] CPG – Food [Nature of Project] Benchmark industry on payment terms and recommend optimal policy and practice [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] International Supply Chain [Industry] Manufacturing [Nature of Project] Examine Singapore as SE Asia distribution center, including in-country research [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] Tech – Fitness [Nature of Project] Create a go-to-market plan for new fitness device [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] Tech – Gaming – Home Entertainment [Nature of Project] Create synergistic marketing strategy for devices in music, video and reading [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] CPG – Chocolate [Nature of Project] Create brand awareness and demand for premium chocolate [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] CPG – Wine [Nature of Project] Revamp social media strategy for brand which offers college scholarships to disadvantaged women [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] Hospitality – Spa [Nature of Project] Increase business and net revenue by improving social media and direct marketing [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] Tech – Mobile App [Nature of Project] Create marketing and revenue plan for new social media mobile app [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] CPG – Chocolate [Nature of Project] Design and test market entry strategy including ad campaign and retail outlets [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing [Industry] Hospitality – Transportation [Nature of Project] Create marketing campaign for select service offerings [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Organization [Industry] Tech [Nature of Project] Increase awareness and use of in-house software tool [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Internal Branding [Industry] Online Retail [Nature of Project] Define and create new strategy for internal services group [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Strategy [Industry] Tech [Nature of Project] Create a go-to-market plan for new vending technology [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Strategy [Industry] Health Care [Nature of Project] Competitive assessment for population health management relative to Affordable Care Act [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Strategy [Industry] Tech [Nature of Project] Conduct market analysis and provide strategic recommendations for presentation software [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Strategy [Industry] Health Care [Nature of Project] Create marketing plan for select demographic populations [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Marketing/Strategy [Industry] Tech – Fitness [Nature of Project] Develop distribution channel for web-based strength and conditioning offering [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Operations/Process Improvement [Industry] Aviation – Transportation [Nature of Project] Improve document and other forms use, storage, and distribution [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Operations/Supply Chain [Industry] Aviation – Transportation [Nature of Project] Develop plan to increase vendors for engine maintenance [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Tech [Nature of Project] Create online and social media presence for big data and cloud storage [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Tech – Manufacturing [Nature of Project] Analyze potential channel conflicts on a new security software as a service (SaaS) [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Banking [Nature of Project] Create growth plan for regional expansion [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Transportation – Air Cargo [Nature of Project] Create plan for increased exports of high tech cargo [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Energy [Nature of Project] Create business plan for solar leasing [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Non Profit – Health [Nature of Project] Increase cornea donations in China [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Tech – Online Learning [Nature of Project] Determine size and opportunity in MOOCs (Massive Open Online Courses) for academic and corporate learning [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy [Industry] Online Retail [Nature of Project] Make go/no go recommendation on a new vertical strategy [Project Option]	Applied Strategy	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy/Competitive Analysis [Industry] Tech – Cloud Services [Nature of Project] Compare and make recommendations on SMB user experience of cloud-based applications [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Strategy/Competitive Analysis [Industry] Tech – Cloud Services [Nature of Project] Compare and make recommendations on application developer experience [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
36813d22_am___Foster_School_of_Business__Project_Option	[Functional Area] Supply Chain/Process Improvement [Industry] Aviation – Transportation [Nature of Project] Reduce expense and improve accountability regarding use of express delivery services [Project Option]	Field Study	[ [ "A", "p", "p", "l", "i", "e", "d", " ", "S", "t", "r", "a", "t", "e", "g", "y" ], [ "F", "i", "e", "l", "d", " ", "S", "t", "u", "d", "y" ] ]	MBA Strategic Consulting Program - Foster School of Business	Project Option	http://foster.uw.edu/careers/full-time-and-evening-mba-career-management/employers/strategic-consulting/	49/1438042988962.66_20150728002308-00245-ip-10-236-191-2_96556624_2.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] The observer [Positivism] Must be independent [Social Constructionism]	Is part of what is being observed	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Human interests [Positivism] Should be irrelevant [Social Constructionism]	Are the main drivers of science	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Explanations [Positivism] Must demonstrate causality [Social Constructionism]	Aim to increase general understanding of the situation	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Research progresses through [Positivism] Hypotheses and deductions [Social Constructionism]	Gather rich data from which ideas are induced	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Concepts [Positivism] Need to be operationalised so that they can be measured [Social Constructionism]	Should incorporate stakeholder perspectives	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Units of analysis [Positivism] Should be reduced to simplest terms [Social Constructionism]	May include the complexity of ‘whole’ situations	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Generalisation through [Positivism] Statistical probability [Social Constructionism]	Theoretical abstraction	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
d4945c52_itivism___Research_Methodology__Social_Constructionism	[0] Sampling requires [Positivism] Large numbers selected randomly [Social Constructionism]	Small numbers of cases chosen for specific reasons	[]	Positivism - Research Methodology	Social Constructionism	http://research-methodology.net/research-philosophy/positivism/	38/1438043062723.96_20150728002422-00208-ip-10-236-191-2_202328726_0.json
cb3b0df8___Filter	[What It Excludes] Records in which the sale date or recording date field (whichever is relevant for the MSA) is empty, ill- formed, before 1990, or occurs after the date that data was delivered from the vendor [Dates of Application] All [Filter]	Sale date OR Recording date	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Records for which the sale price field is 0, empty, or Null [Dates of Application] All [Filter]	Sale price	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Records for which all possible square footage fields are 0, empty, or Null [Dates of Application] All [Notes] Often a function of individual municipalities’ disclosure policies [Filter]	Square footage	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Transaction dates prior to 5/30/2007: Records that we infer would have become available to Radar Logic more than 63 calendar days after the transaction date After 5/30/2007: Records that came to Radar Logic after the price for the transaction date had been locked for publication, no earlier than 58 days after the transaction [Dates of Application] 1/1/2006 to present [Notes] Used to ensure continuity between historical prices and “live” prices, for which Radar Logic will include only records that have been received by the publication date. Historically, the process by which records are sent from the recording offices to data vendors was slow and inconsistent, so the constraint was not imposed until 2006, when the speed and consistency of the process improved near or at current levels. Radar Logic may someday move the start date for the application of the filter forward, when it can be established that nearly all of the records for a given period have been received and detailed information about the impact of this filter can be published. [Filter]	Stale data	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Records that appear to be redundant copies, multiple properties conveyed with one deed, or single unit sales with the square footage of the multi-unit building [Dates of Application] All [Filter]	Multiple records	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Records that have a PPSF so low relative to the TPL spectrum that the information is presumed to be spurious [Dates of Application] All [Notes] It is common for transactions of individual units within a larger structure to be recorded with the unit sale price and the building square footage, resulting in very low PPSF’s. (This will not be picked up by the multiple record filter unless another unit in the same building sold on the same day.) This filter will be replaced with more sophisticated filters in the future. [Filter]	TPL	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
cb3b0df8___Filter	[What It Excludes] Prior records that are replaced by updated records received in time to include them in publication [Dates of Application] All [Notes] Price calculation includes the most updated record available within the time frame specified for the stale data filter. [Filter]	Repeat load	[ [ "S", "a", "l", "e", " ", "d", "a", "t", "e", " ", "O", "R", " ", "R", "e", "c", "o", "r", "d", "i", "n", "g", " ", "d", "a", "t", "e" ], [ "S", "a", "l", "e", " ", "p", "r", "i", "c", "e" ], [ "S", "q", "u", "a", "r", "e", " ", "f", "o", "o", "t", "a", "g", "e" ], [ "S", "t", "a", "l", "e", " ", "d", "a", "t", "a" ], [ "M", "u", "l", "t", "i", "p", "l", "e", " ", "r", "e", "c", "o", "r", "d", "s" ], [ "T", "P", "L" ], [ "R", "e", "p", "e", "a", "t", " ", "l", "o", "a", "d" ] ]		Filter	http://www.radarlogic.com/disclosure_disclaimer.html	34/1438043058631.99_20150728002418-00089-ip-10-236-191-2_679311117_1.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[0] Air Flow [Yielder Max] 4” Commercial Duct Blower w/ Carbon Filter [Other Grow Cabinets] Axial, Booster, or Bathroom Fan [What's the Difference?]	More air flow and 10lb carbon filter controls temp and keeps growing odorless. Replaces the air inside the cabinet 3 times a minute, eliminating the need for costly CO2.	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] 4" Circulation Fan [Other Grow Cabinets] 4” Desk Fan, or None [What's the Difference?]	Strengthens plants to increase yield and circulates fresh air throughout the cabinet	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] Duct Muffler/Silencer [Other Grow Cabinets] None [What's the Difference?]	Keeps your grow quiet and stealth	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] Washable Intake Pre-Filter [Other Grow Cabinets] None [What's the Difference?]	Filters bugs, mold, and mildew BEFORE it comes into the grow cabinet	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[0] Lighting [Yielder Max] 200w MaxLume by C.A.P. [Other Grow Cabinets] 150w HPS Standard, 250w Optional [What's the Difference?]	17,600 lumens (more than the competition) and it runs at cooler temperatures? PERFECT for tight spaces!	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] 2' HO T5 for Cloning/Seeds [Other Grow Cabinets] Can't even fit a T5 in their tiny system! [What's the Difference?]	You need ample lighting and space to raise seeds, clones, and/or mother plants...you only get that with the Yielder Max	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] Light Wing & Reflective Insulation [Other Grow Cabinets] No wing & no insulation [What's the Difference?]	Diffuses and disperses light EVERYWHERE, reduces heat signature	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[0] Hydroponics [Yielder Max] 12 Gallon Reservoir & 3 Gallon Cloner [Other Grow Cabinets] Tiny converted storage bins [What's the Difference?]	A larger reservoir means larger roots, stable nutrients, and less maintenance which leads to bigger yields!	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] Botanicare CNS17 Nutrients - Standard [Other Grow Cabinets] Old school powder nutrients [What's the Difference?]	It’s Botanicare, need I say more? Simple, inexpensive, and extremely effective	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] Coco Mon Grow Medium [Other Grow Cabinets] Old school rockwool and/or clay pellets [What's the Difference?]	No need for pre-treating, no more old school top feeding, and resists bugs and disease	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[0] Safe & Secure [Yielder Max] Rolling Casters Built In [Other Grow Cabinets] None, or optional [What's the Difference?]	Move it anywhere, anytime.	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] GFCI [Other Grow Cabinets] Adapters, or None [What's the Difference?]	Prevents electric shock - we are talking hydro, after all…	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
f7be973c__All_In_One_Grow_Box___Dealzer__What_s_the_Difference_	[Yielder Max] 18 Gauge Steel Construction [Other Grow Cabinets] Thin Metal, Plastic, or Wood [What's the Difference?]	Powder coated, fire resistant, won’t out gas or degrade	[]	Yielder Max - 12 Plant All In One Grow Box - Dealzer	What's the Difference?	http://www.dealzer.com/yielder-max-12-plant-all-in-one-grow-box/	10/1438042992201.62_20150728002312-00061-ip-10-236-191-2_393368278_0.json
b053d7aa_OIT_Services__Description	[Service] Help Desk [User Group] Students, Faculty Staff [Description]	OIT provides 24x7 assistance for technology related issues.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Email [User Group] Students, Faculty, Staff [Description]	OIT provides the Microsoft Exchange email system for faculty, staff and students to support academic and personal communication requirements. The standard format for a CGU email address is "firstname.lastname@cgu.edu".	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Wireless Connectivity [User Group] Students, Faculty, Staff [Description]	OIT provides wireless networking for those who wish to use their laptops while on campus. Note: If you are having problems connecting to the wireless network in the Library, please contact the Library staff for assistance.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Student Portal [User Group] Students [Description]	This gateway allows students to maintain their contact information, register for classes, view unofficial transcripts, and pay tuition bills.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Computer Labs [User Group] Students, Faculty Staff [Description]	OIT maintains several computer labs for students, faculty, and staff.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Collaborative Technology Rooms [User Group] Students, Faculty Staff [Description]	These ACB rooms provide space for group work that requires the use of technology. Students who wish to reserve a room should contact the Student Lab Attendant in ACB 118. Faculty and Staff can reserve rooms by emailing cgu.learning@cgu.edu.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Digital Learning Lab (DLL) [User Group] Students, Faculty Staff [Description]	The DLL is a collaboration between the Student Success Center and the Office of Information Technology that offers learning opportunities to help you understand and master technology tools that will support the work you do and develop your academic and professional knowledge and skills. Similar to the Writing Center, the DLL offers workshops and one to one consulting appointments.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Canvas [User Group] Students, Faculty Staff [Description]	Canvas is CGU's learning management system. It provides web space for faculty to distribute class resources, conduct online class activities, and facilitate collaboration.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Technology Equipment Check Out [User Group] Students, Faculty, Staff [Description]	OIT allows students, faculty, and staff to borrow technology equipment, such as laptops and projectors, for academic use. Please contact the staff in your academic department for reservations.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Smart Classrooms [User Group] Faculty Staff [Description]	All CGU classrooms are equipped with instructional technology to support faculty's teaching and learning activities.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Laptop Cart Check Out [User Group] Faculty, Staff [Description]	OIT provides a mobile laptop cart that is available for faculty to check out. Please email cgu.learning@cgu.edu for more information, reservations, and availability.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] iPad Cart Check Out [User Group] Faculty, Staff [Description]	OIT provides a mobile iPad cart available for faculty to check out. Please email cgu.learning@cgu.edu for more information, reservations, and availability.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Email Distribution Lists (Lyris) [User Group] Faculty, Staff [Description]	OIT can create email distribution lists to support the communication needs of faculty and staff.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Web Services [User Group] Staff [Description]	OIT provides assistance with website design and development as well as ongoing support for website maintenance. The department head may request a web page editing account by emailing helpdesk@cgu.edu. To access instructions for SiteBuilder, our web page editing software, click here.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Web Based Conferencing [User Group] Faculty, Staff [Description]	CGU provides Blackboard Collaborate to support the web based video conferencing needs of faculty and staff. Please email cgu.learning@cgu.edu for information and orientation to Collaborate.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Academic technology research [User Group] Faculty [Description]	OIT conducts ongoing research, evaluation, and recommendations for new and emerging technologies for the classroom. Please email cgu.learning@cgu.edu for more information.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Customized professional development offerings [User Group] Faculty, Staff [Description]	OIT provides assistance with the design, creation, and delivery of professional development offerings with specific goals and objectives for small groups and departments. Please email cgu.learning@cgu.edu for more information.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Scheduled professional development offerings [User Group] Faculty, Staff [Description]	OIT provides monthly scheduled professional development opportunities on a variety of technology-related topics in both traditional classroom format as well as recorded webinars.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
b053d7aa_OIT_Services__Description	[Service] Online course design consultations [User Group] Faculty [Description]	One-on-one meetings are available through OIT to review strategies, best practices, and recommendations for online course design. Please email cgu.learning@cgu.edu for more information.	[]	OIT Services	Description	http://jodi.james@cgu.edu/pages/9244.asp	43/1438042989042.37_20150728002309-00300-ip-10-236-191-2_124703343_2.json
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Dataset Card for "UnpredicTable-rated-medium" - Dataset of Few-shot Tasks from Tables

Dataset Summary

The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance.

There are several dataset versions available:

UnpredicTable-full: Starting from the initial WTC corpus of 50M tables, we apply our tables-to-tasks procedure to produce our resulting dataset, UnpredicTable-full, which comprises 413,299 tasks from 23,744 unique websites.
UnpredicTable-unique: This is the same as UnpredicTable-full but filtered to have a maximum of one task per website. UnpredicTable-unique contains exactly 23,744 tasks from 23,744 websites.
UnpredicTable-5k: This dataset contains 5k random tables from the full dataset.
UnpredicTable data subsets based on a manual human quality rating (please see our publication for details of the ratings):
UnpredicTable data subsets based on the website of origin:
UnpredicTable data subsets based on clustering (for the clustering details please see our publication):

Supported Tasks and Leaderboards

Since the tables come from the web, the distribution of tasks and topics is very broad. The shape of our dataset is very wide, i.e., we have 1000's of tasks, while each task has only a few examples, compared to most current NLP datasets which are very deep, i.e., 10s of tasks with many examples. This implies that our dataset covers a broad range of potential tasks, e.g., multiple-choice, question-answering, table-question-answering, text-classification, etc.

The intended use of this dataset is to improve few-shot performance by fine-tuning/pre-training on our dataset.

Languages

English

Dataset Structure

Data Instances

Each task is represented as a jsonline file and consists of several few-shot examples. Each example is a dictionary containing a field 'task', which identifies the task, followed by an 'input', 'options', and 'output' field. The 'input' field contains several column elements of the same row in the table, while the 'output' field is a target which represents an individual column of the same row. Each task contains several such examples which can be concatenated as a few-shot task. In the case of multiple choice classification, the 'options' field contains the possible classes that a model needs to choose from.

There are also additional meta-data fields such as 'pageTitle', 'title', 'outputColName', 'url', 'wdcFile'.

Data Fields

'task': task identifier

'input': column elements of a specific row in the table.

'options': for multiple choice classification, it provides the options to choose from.

'output': target column element of the same row as input.

'pageTitle': the title of the page containing the table.

'outputColName': output column name

'url': url to the website containing the table

'wdcFile': WDC Web Table Corpus file

Data Splits

The UnpredicTable datasets do not come with additional data splits.

Dataset Creation

Curation Rationale

Few-shot training on multi-task datasets has been demonstrated to improve language models' few-shot learning (FSL) performance on new tasks, but it is unclear which training tasks lead to effective downstream task adaptation. Few-shot learning datasets are typically produced with expensive human curation, limiting the scale and diversity of the training tasks available to study. As an alternative source of few-shot data, we automatically extract 413,299 tasks from diverse internet tables. We provide this as a research resource to investigate the relationship between training data and few-shot learning.

Source Data

Initial Data Collection and Normalization

We use internet tables from the English-language Relational Subset of the WDC Web Table Corpus 2015 (WTC). The WTC dataset tables were extracted from the July 2015 Common Crawl web corpus (http://webdatacommons.org/webtables/2015/EnglishStatistics.html). The dataset contains 50,820,165 tables from 323,160 web domains. We then convert the tables into few-shot learning tasks. Please see our publication for more details on the data collection and conversion pipeline.

Who are the source language producers?

The dataset is extracted from WDC Web Table Corpora.

Annotations

Annotation process

Manual annotation was only carried out for the UnpredicTable-rated-low, UnpredicTable-rated-medium, and UnpredicTable-rated-high data subsets to rate task quality. Detailed instructions of the annotation instructions can be found in our publication.

Who are the annotators?

Annotations were carried out by a lab assistant.

Personal and Sensitive Information

The data was extracted from WDC Web Table Corpora, which in turn extracted tables from the Common Crawl. We did not filter the data in any way. Thus any user identities or otherwise sensitive information (e.g., data that reveals racial or ethnic origins, sexual orientations, religious beliefs, political opinions or union memberships, or locations; financial or health data; biometric or genetic data; forms of government identification, such as social security numbers; criminal history, etc.) might be contained in our dataset.

Considerations for Using the Data

Social Impact of Dataset

This dataset is intended for use as a research resource to investigate the relationship between training data and few-shot learning. As such, it contains high- and low-quality data, as well as diverse content that may be untruthful or inappropriate. Without careful investigation, it should not be used for training models that will be deployed for use in decision-critical or user-facing situations.

Discussion of Biases

Since our dataset contains tables that are scraped from the web, it will also contain many toxic, racist, sexist, and otherwise harmful biases and texts. We have not run any analysis on the biases prevalent in our datasets. Neither have we explicitly filtered the content. This implies that a model trained on our dataset may potentially reflect harmful biases and toxic text that exist in our dataset.

Other Known Limitations

No additional known limitations.

Additional Information

Dataset Curators

Jun Shern Chan, Michael Pieler, Jonathan Jao, Jérémy Scheurer, Ethan Perez

Licensing Information

Apache 2.0

Citation Information

@misc{chan2022few,
  author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
  title = {Few-shot Adaptation Works with UnpredicTable Data},
  publisher={arXiv},
  year = {2022},
  url = {https://arxiv.org/abs/2208.01009}
}

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Few-shot Adaptation Works with UnpredicTable Data

Point of Contact:

perez@nyu.edu

Size of downloaded dataset files:

9.63 MB

Size of the auto-converted Parquet files:

2 MB

Number of rows:

15,559