From 6365283e98fb9693e31a6a66c557ae2bd34892eb Mon Sep 17 00:00:00 2001 From: Bipin Abraham Date: Thu, 2 Jan 2025 16:01:48 +0000 Subject: [PATCH 1/3] Sample data and README file for NCES STEM Degrees import --- statvar_imports/NCES/STEM_Degrees/README.md | 20 + .../NCES/STEM_Degrees/STEM_metadata.csv | 5 + .../NCES/STEM_Degrees/pv_map/STEM_pv_map.csv | 47 + .../test_data/sample_input/input.xls | Bin 0 -> 49977 bytes .../test_data/sample_output/nces_stem.csv | 3421 +++++++++++++++++ .../test_data/sample_output/nces_stem.tmcf | 10 + .../sample_output/nces_stem_stat_vars.mcf | 176 + .../nces_stem_stat_vars_schema.mcf | 15 + 8 files changed, 3694 insertions(+) create mode 100644 statvar_imports/NCES/STEM_Degrees/README.md create mode 100644 statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv create mode 100644 statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv create mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls create mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv create mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf create mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf create mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf diff --git a/statvar_imports/NCES/STEM_Degrees/README.md b/statvar_imports/NCES/STEM_Degrees/README.md new file mode 100644 index 0000000000..465adfb98e --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/README.md @@ -0,0 +1,20 @@ +# NCES - Number and percentage distribution of science, technology, engineering, and mathematics (STEM) + +- source: hhttps://nces.ed.gov/programs/digest/d22/tables/dt22_318.45.asp + +- how to download data: Statvar processor downloads the xls file by using --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx + +- type of place: Country + +- statvars: Education + +- years: 1990 to 2022 + + +### How to run: + +`python3 stat_var_processor.py --data_url="https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx" --input_data=source_data/input.xls --pv_map=statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=--output_path=` + +#### Example +`python3 stat_var_processor.py --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn313.30.xlsx --input_data=/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls --pv_map=/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem` + diff --git a/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv b/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv new file mode 100644 index 0000000000..1842a49924 --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv @@ -0,0 +1,5 @@ +param,value +output_columns,"observationAbout,observationDate,value,variableMeasured,unit,scalingFactor,measurementMethod,observationPeriod" +url,https://nces.ed.gov/ipeds/Search?query=percentage%20of%20STEM%20higher%20degree%20holders%20are%20Black%20women&query2=percentage%20of%20STEM%20higher%20degree%20holders%20are%20Black%20women&resultType=all&page=1&sortBy=date_desc&overlayDigestTableId=202325 +drop_statvars_without_svobs,0 +ignore_rows,"[1,5]" \ No newline at end of file diff --git a/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv b/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv new file mode 100644 index 0000000000..56986d887b --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv @@ -0,0 +1,47 @@ +key,p1,v1,p2,v2,p3,v3,p4,v4,,,,,, +Total,#populationType,Person,measuredProperty,count,statType,measuredValue,observationAbout,country/USA,gender,"""""",,,, +Males,gender,Male,,,,,,,,,,,, +Females,gender,Female,,,,,,,,,,,, +Sex and year,#Regex,(?P[0-9]{4}),,,,,,,,,,,, +AllRaces,value,{Number},race,"""""",ethnicity,"""""",,,,,,,, +White,race,WhiteAlone,value,{Number},ethnicity,"""""",,,,,,,, +Black,race,Black,value,{Number},ethnicity,"""""",,,,,,,, +Hispanic,ethnicity,HispanicOrLatino,value,{Number},race,"""""",,,,,,,, +Asian/Pacific Islander,race,AsianOrPacificIslander,value,{Number},ethnicity,"""""",,,,,,,, +Asian/Pacific Islander:Total,race,AsianOrPacificIslander,value,{Number},ethnicity,"""""",,,,,,,, +Both,race,AsianOrPacificIslander,value,{Number},ethnicity,"""""",,,,,,,, +Asian,race,Asian,value,{Number},ethnicity,"""""",,,,,,,, +Pacific Islander,race,HawaiianNativeOrPacificIslander,value,{Number},ethnicity,"""""",#MergedCell,FALSE,,,,,, +Asian/Pacific Islander:Pacific Islander,race,HawaiianNativeOrPacificIslander,value,{Number},ethnicity,"""""",,,,,,,, +American Indian/Alaska Native,race,AmericanIndianOrAlaskaNativeAlone,value,{Number},ethnicity,"""""",,,,,,,, +Two or more races,race,TwoOrMoreRaces,value,{Number},ethnicity,"""""",,,,,,,, +Nonresident,race ,"""""",value,{Number},ethnicity,"""""",residentStatus,NonUSResident,,,,,, +"Number of STEM degrees/certificates conferred to U.S. citizens, permanent residents, and nonresidents",#populationType,Person,measuredProperty,count,statType,measuredValue,observationAbout,country/USA,bachelorsDegreeMajor,Science__Technology__Engineering__Mathematics,gender,"""""",value,{Number} +all levels,educationalAttainment,CollegeGraduate,populationType,Person,,,,,,,,,, +"Total, all levels of degrees/certificates",educationalAttainment,CollegeGraduate,populationType,Person,,,,,,,,,, +Certificates below the associate's degree level,educationalAttainment,9ThTo12ThGradeNoDiploma,populationType,Person,,,,,,,,,, +Certificates below the baccalaureate,educationalAttainment,9ThTo12ThGradeNoDiploma,populationType,Person,,,,,,,,,, +,,,,,,,,,,,,,, +Associate's degrees,educationalAttainment,AssociatesDegree,populationType,Person,,,,,,,,,, +Bachelor's degrees,educationalAttainment,BachelorsDegree,populationType,Person,,,,,,,,,, +Master's degrees,educationalAttainment,MastersDegree,populationType,Person,,,,,,,,,, +Doctor's degrees,educationalAttainment,DoctorateDegree,populationType,Person,,,,,,,,,, +Percentage distribution of STEM degrees/certificates conferred to U.S. citizens and permanent residents,unit,Percent,scalingFactor,100,bachelorsDegreeMajor,Science__Technology__Engineering__Mathematics,measurementDenominator,"-race,-ethnicity,-bachelorsDegreeMajor",value,{Number},,,, +Column Number,#ignore,skip row with column numbers,,,,,,,,,,,, +100.0,#ignore,To ignore the values with same numerator and denominator,,,,,,,,,,,, +"Number of STEM degrees/certificates conferred to U.S. citizens, permanent residents, and nonresidents:Total",value,{Number},,,,,,,,,,,, +Academic years,observationDate,"""""",,,,,,,,,,,, +Number and percentage distribution,observationDate,"""""",,,,,,,,,,,, +2012-13,observationDate,2012,,,,,,,,,,,, +2013-14,observationDate,2013,,,,,,,,,,,, +2014-15,observationDate,2014,,,,,,,,,,,, +2015-16,observationDate,2015,,,,,,,,,,,, +2016-17,observationDate,2016,,,,,,,,,,,, +2017-18,observationDate,2017,,,,,,,,,,,, +2018-19,observationDate,2018,,,,,,,,,,,, +2019-20,observationDate,2019,,,,,,,,,,,, +2020-21,observationDate,2020,,,,,,,,,,,, +2021-22,observationDate,2021,,,,,,,,,,,, +2022-23,observationDate,2022,,,,,,,,,,,, +2023-24,observationDate,2023,,,,,,,,,,,, +2024-25,observationDate,2024,,,,,,,,,,,, \ No newline at end of file diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls b/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls new file mode 100644 index 0000000000000000000000000000000000000000..5025cbac0201833fc9c033786b99e6ec5996f5be GIT binary patch literal 49977 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+country/USA,2021,13.1527,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, +country/USA,2021,0.05645,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_HawaiianNativeOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, +country/USA,2021,5.51792,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Black_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, +country/USA,2021,9.76574,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_HispanicOrLatino_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, +country/USA,2021,67.48518,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, +country/USA,2021,3.81033,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf new file mode 100644 index 0000000000..988b69f0a9 --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf @@ -0,0 +1,10 @@ +Node: E:nces_stem->E0 +observationAbout: C:nces_stem->observationAbout +observationDate: C:nces_stem->observationDate +value: C:nces_stem->value +variableMeasured: C:nces_stem->variableMeasured +unit: C:nces_stem->unit +scalingFactor: C:nces_stem->scalingFactor +measurementMethod: C:nces_stem->measurementMethod +observationPeriod: C:nces_stem->observationPeriod +typeOf: dcs:StatVarObservation diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf new file mode 100644 index 0000000000..ecebdaf5ca --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf @@ -0,0 +1,176 @@ +# Auto generated using command: "stat_var_processor.py --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx --input_data=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls --pv_map=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem --existing_statvar_mcf=stat_vars.mcf" on 2025-01-02 13:44:20.968332 + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:9ThTo12ThGradeNoDiploma + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:9ThTo12ThGradeNoDiploma +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:9ThTo12ThGradeNoDiploma +gender: dcid:Male + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:AssociatesDegree + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:AssociatesDegree +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:AssociatesDegree +gender: dcid:Male + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:BachelorsDegree + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:BachelorsDegree +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:BachelorsDegree +gender: dcid:Male + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:CollegeGraduate + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:CollegeGraduate +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:CollegeGraduate +gender: dcid:Male + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:DoctorateDegree + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:DoctorateDegree +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:DoctorateDegree +gender: dcid:Male + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:MastersDegree + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree_Female +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree_Female +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:MastersDegree +gender: dcid:Female + +Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree_Male +typeOf: dcid:StatisticalVariable +populationType: dcid:Person +measuredProperty: dcid:count +statType: dcid:measuredValue +measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree_Male +bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology +educationalAttainment: dcid:MastersDegree +gender: dcid:Male + diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf new file mode 100644 index 0000000000..c3c1f1a609 --- /dev/null +++ b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf @@ -0,0 +1,15 @@ +Node: dcid:Science__Technology__Engineering__Mathematics +typeOf: dcid:EducationalMajorEnum +name: "Science__ Technology__ Engineering__ Mathematics" +isProvisional: dcs:True + +Node: dcid:9ThTo12ThGradeNoDiploma +typeOf: dcid:SDG_EducationLevEnum +name: "9 Th To 12 Th Grade No Diploma" +isProvisional: dcs:True + +Node: dcid:educationalAttainment +typeOf: dcs:Property +name: "educationalAttainment" +rangeIncludes: dcid:SchoolGradeLevelEnum,dcid:USC_EducationalAttainmentEnum + From 877775e666b7e568b256005e790a9f6c1dea7491 Mon Sep 17 00:00:00 2001 From: Bipin Abraham Date: Sun, 5 Jan 2025 16:59:11 +0000 Subject: [PATCH 2/3] Modified pvmap and removed empty statvar and schema mcf files --- .../NCES/STEM_Degrees/pv_map/STEM_pv_map.csv | 10 +- .../test_data/sample_output/nces_stem.csv | 180 ------------------ .../sample_output/nces_stem_stat_vars.mcf | 176 ----------------- .../nces_stem_stat_vars_schema.mcf | 15 -- 4 files changed, 8 insertions(+), 373 deletions(-) delete mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf delete mode 100644 statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf diff --git a/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv b/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv index 56986d887b..142def82b6 100644 --- a/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv +++ b/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv @@ -28,7 +28,7 @@ Master's degrees,educationalAttainment,MastersDegree,populationType,Person,,,,,, Doctor's degrees,educationalAttainment,DoctorateDegree,populationType,Person,,,,,,,,,, Percentage distribution of STEM degrees/certificates conferred to U.S. citizens and permanent residents,unit,Percent,scalingFactor,100,bachelorsDegreeMajor,Science__Technology__Engineering__Mathematics,measurementDenominator,"-race,-ethnicity,-bachelorsDegreeMajor",value,{Number},,,, Column Number,#ignore,skip row with column numbers,,,,,,,,,,,, -100.0,#ignore,To ignore the values with same numerator and denominator,,,,,,,,,,,, +Percentage distribution of STEM degrees/certificates conferred to U.S. citizens and permanent residents:100,#ignore,To ignore the values with same numerator and denominator,,,,,,,,,,,, "Number of STEM degrees/certificates conferred to U.S. citizens, permanent residents, and nonresidents:Total",value,{Number},,,,,,,,,,,, Academic years,observationDate,"""""",,,,,,,,,,,, Number and percentage distribution,observationDate,"""""",,,,,,,,,,,, @@ -44,4 +44,10 @@ Number and percentage distribution,observationDate,"""""",,,,,,,,,,,, 2021-22,observationDate,2021,,,,,,,,,,,, 2022-23,observationDate,2022,,,,,,,,,,,, 2023-24,observationDate,2023,,,,,,,,,,,, -2024-25,observationDate,2024,,,,,,,,,,,, \ No newline at end of file +2024-25,observationDate,2024,,,,,,,,,,,, +100,#ignore,ignorew,,,,,,,,,,,, +2025-26,observationDate,2025,,,,,,,,,,,, +2026-27,observationDate,2026,,,,,,,,,,,, +2027-28,observationDate,2027,,,,,,,,,,,, +2028-29,observationDate,2028,,,,,,,,,,,, +2029-30,observationDate,2029,,,,,,,,,,,, \ No newline at end of file diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv index b21364f366..9cf54d1e0f 100644 --- a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv +++ b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv @@ -9,7 +9,6 @@ country/USA,2012,53015,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,337241,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2012,9812,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2012,65651,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2012,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2012,0.70345,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2012,11.21179,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2012,10.93284,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -28,7 +27,6 @@ country/USA,2013,58104,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2013,348586,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2013,13305,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2013,72157,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2013,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2013,0.65262,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2013,11.10656,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2013,10.83889,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -47,7 +45,6 @@ country/USA,2014,63689,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,353950,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2014,15764,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2014,86043,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2014,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2014,0.61864,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2014,11.31282,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2014,11.05943,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -66,7 +63,6 @@ country/USA,2015,67822,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,358113,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2015,18778,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2015,105179,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2015,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2015,0.56119,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2015,11.81854,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2015,11.59187,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -85,7 +81,6 @@ country/USA,2016,74461,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,367260,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2016,20510,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2016,117869,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2016,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2016,0.55197,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2016,12.2034,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2016,11.98091,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -104,7 +99,6 @@ country/USA,2017,81816,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2017,376795,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2017,22471,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2017,120844,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2017,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2017,0.51321,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2017,12.59078,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2017,12.37172,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -123,7 +117,6 @@ country/USA,2018,89797,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,384765,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2018,24859,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2018,118159,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2018,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2018,0.49358,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2018,12.87318,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2018,12.66748,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -142,7 +135,6 @@ country/USA,2019,95031,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2019,385351,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2019,26502,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2019,122479,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2019,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2019,0.46387,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2019,13.27288,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2019,13.08059,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -161,7 +153,6 @@ country/USA,2020,101785,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEnginee country/USA,2020,385223,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2020,28393,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2020,120239,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2020,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2020,0.47134,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2020,13.75269,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2020,13.56079,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -180,7 +171,6 @@ country/USA,2021,106892,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEnginee country/USA,2021,385048,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_WhiteAlone,,,, country/USA,2021,30111,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_TwoOrMoreRaces,,,, country/USA,2021,104178,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_NonUSResident,,,, -country/USA,2021,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2021,0.44301,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2021,14.43994,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, country/USA,2021,14.2496,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate,Percent,100,, @@ -199,7 +189,6 @@ country/USA,2012,37032,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,239688,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2012,6442,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, country/USA,2012,45226,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_NonUSResident,,,, -country/USA,2012,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2012,0.67472,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2012,10.1785,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2012,9.89724,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -218,7 +207,6 @@ country/USA,2013,40583,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2013,247899,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2013,8493,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, country/USA,2013,49355,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_NonUSResident,,,, -country/USA,2013,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2013,0.63309,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2013,10.01488,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2013,9.74655,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -237,7 +225,6 @@ country/USA,2014,43847,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,250211,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2014,10011,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, country/USA,2014,58795,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_NonUSResident,,,, 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country/USA,2015,0.55789,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2015,10.78644,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2015,10.56125,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -275,7 +261,6 @@ country/USA,2016,50077,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,256877,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2016,12994,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, country/USA,2016,81278,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_NonUSResident,,,, -country/USA,2016,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2016,0.54836,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2016,11.19353,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2016,10.96337,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -294,7 +279,6 @@ country/USA,2017,54801,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2017,263254,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2017,14141,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, 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country/USA,2017,11.28442,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -313,7 +297,6 @@ country/USA,2018,59763,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,266977,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2018,15555,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, country/USA,2018,79054,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_NonUSResident,,,, 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country/USA,2019,0.4701,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2019,12.24144,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2019,12.04777,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -351,7 +333,6 @@ country/USA,2020,64626,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,261209,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, 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country/USA,2020,12.65515,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, country/USA,2020,12.45307,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -370,7 +351,6 @@ country/USA,2021,67668,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2021,258635,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_WhiteAlone,,,, country/USA,2021,18346,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_TwoOrMoreRaces,,,, 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country/USA,2021,13.11966,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male,Percent,100,, @@ -389,7 +369,6 @@ country/USA,2012,15983,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,97553,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2012,3370,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2012,20425,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, 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country/USA,2013,17521,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2013,100687,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2013,4812,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2013,22802,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2013,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2013,0.6965,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2013,13.56017,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2013,13.29402,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -427,7 +405,6 @@ country/USA,2014,19842,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,103739,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2014,5753,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2014,27248,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2014,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2014,0.63396,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2014,13.63687,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2014,13.37956,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -446,7 +423,6 @@ country/USA,2015,21876,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,106718,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2015,6744,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2015,32851,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2015,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2015,0.56823,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2015,14.01985,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2015,13.78999,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -465,7 +441,6 @@ country/USA,2016,24384,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,110383,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2016,7516,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2016,36591,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2016,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2016,0.55954,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2016,14.32267,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2016,14.11627,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -484,7 +459,6 @@ 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country/USA,2017,0.51885,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2017,14.84593,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2017,14.63326,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -503,7 +477,6 @@ country/USA,2018,30034,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,117788,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2018,9304,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2018,39105,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2018,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2018,0.49664,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2018,14.98368,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2018,14.78778,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -522,7 +495,6 @@ country/USA,2019,32993,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2019,121868,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2019,10081,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2019,41236,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2019,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2019,0.45181,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2019,15.27131,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2019,15.08167,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -541,7 +513,6 @@ country/USA,2020,37159,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,124014,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_WhiteAlone,,,, country/USA,2020,11264,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_TwoOrMoreRaces,,,, country/USA,2020,41299,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_NonUSResident,,,, -country/USA,2020,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2020,0.46562,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2020,15.78504,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2020,15.61198,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -560,7 +531,6 @@ 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country/USA,2021,0.43005,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2021,16.46813,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, country/USA,2021,16.29619,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female,Percent,100,, @@ -579,7 +549,6 @@ country/USA,2012,10706,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,36022,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2012,1095,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2012,599,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2012,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2012,1.13748,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2012,4.83012,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2012,4.47197,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -598,7 +567,6 @@ country/USA,2013,11507,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2013,41032,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2013,1499,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2013,902,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2013,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2013,1.07609,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2013,5.14182,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2013,4.7918,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -617,7 +585,6 @@ country/USA,2014,12175,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,41338,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2014,1498,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2014,945,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2014,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2014,1.15207,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2014,5.43893,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2014,5.09188,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -636,7 +603,6 @@ country/USA,2015,12760,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,44404,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2015,2154,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2015,1167,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2015,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2015,1.03765,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2015,5.51008,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2015,5.1909,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -655,7 +621,6 @@ country/USA,2016,13440,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,45023,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2016,2192,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2016,1338,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2016,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2016,1.16741,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2016,5.64619,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2016,5.31283,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -674,7 +639,6 @@ country/USA,2017,14812,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2017,48102,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2017,2402,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2017,1425,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2017,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2017,0.95456,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2017,5.95712,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2017,5.63568,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -693,7 +657,6 @@ country/USA,2018,16281,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,50621,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2018,2901,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2018,1603,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, 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country/USA,2019,0.93989,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2019,6.46421,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2019,6.20745,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -731,7 +693,6 @@ country/USA,2020,16513,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,50287,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2020,3203,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2020,1623,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2020,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2020,0.92163,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2020,6.35714,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2020,6.05853,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -750,7 +711,6 @@ country/USA,2021,18475,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2021,51956,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_WhiteAlone,,,, country/USA,2021,3776,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_TwoOrMoreRaces,,,, country/USA,2021,1642,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_NonUSResident,,,, -country/USA,2021,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2021,0.87689,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2021,6.94879,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, country/USA,2021,6.66772,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Asian_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma,Percent,100,, @@ -769,7 +729,6 @@ country/USA,2012,8556,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2012,29017,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2012,859,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2012,407,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2012,4.14258,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -788,7 +747,6 @@ country/USA,2013,9290,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2013,33310,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2013,1132,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2013,550,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2013,4.46028,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -807,7 +765,6 @@ country/USA,2014,9843,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2014,33088,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2014,1141,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2014,631,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2014,4.72918,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -826,7 +783,6 @@ country/USA,2015,10139,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,35851,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2015,1652,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2015,774,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2015,4.74892,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -845,7 +801,6 @@ country/USA,2016,10781,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,36205,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2016,1621,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2016,929,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2016,5.01948,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -864,7 +819,6 @@ country/USA,2017,11979,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2017,39470,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2017,1821,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2017,1028,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2017,5.33116,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -883,7 +837,6 @@ country/USA,2018,12965,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,40814,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2018,2160,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2018,1037,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2018,5.43707,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -902,7 +855,6 @@ country/USA,2019,12530,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2019,39767,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2019,2247,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2019,983,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2019,5.69788,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -921,7 +873,6 @@ country/USA,2020,12761,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,40591,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2020,2346,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2020,1045,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2020,5.36039,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -940,7 +891,6 @@ country/USA,2021,14159,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2021,41574,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_WhiteAlone,,,, country/USA,2021,2730,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_TwoOrMoreRaces,,,, country/USA,2021,986,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_NonUSResident,,,, 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country/USA,2021,5.87858,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male,Percent,100,, @@ -959,7 +909,6 @@ country/USA,2012,2150,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2012,7005,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2012,236,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2012,192,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2012,5.72407,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -978,7 +927,6 @@ country/USA,2013,2217,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2013,7722,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2013,367,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2013,352,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2014,6.44467,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1016,7 +963,6 @@ country/USA,2015,2621,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2015,8553,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2015,502,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2015,393,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2015,6.84161,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1035,7 +981,6 @@ country/USA,2016,2659,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2016,8818,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2016,571,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2016,409,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2016,6.40558,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1054,7 +999,6 @@ country/USA,2017,2833,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2017,8632,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2017,581,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2017,397,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2017,6.87772,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1073,7 +1017,6 @@ country/USA,2018,3316,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2018,9807,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2018,741,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2018,566,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2018,7.42072,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1092,7 +1035,6 @@ country/USA,2019,3465,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2019,9181,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2019,741,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2019,568,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2019,8.11391,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1111,7 +1053,6 @@ country/USA,2020,3752,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2020,9696,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2020,857,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2020,578,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2020,8.51107,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1130,7 +1071,6 @@ country/USA,2021,4316,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeri country/USA,2021,10382,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_WhiteAlone,,,, country/USA,2021,1046,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_TwoOrMoreRaces,,,, country/USA,2021,656,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_NonUSResident,,,, 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country/USA,2021,9.32855,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female,Percent,100,, @@ -1149,7 +1089,6 @@ country/USA,2012,11867,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,56147,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_WhiteAlone,,,, country/USA,2012,1586,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_TwoOrMoreRaces,,,, country/USA,2012,1448,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_NonUSResident,,,, 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country/USA,2013,6.10352,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, country/USA,2013,5.77369,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, @@ -1187,7 +1125,6 @@ country/USA,2014,13255,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,53005,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_WhiteAlone,,,, country/USA,2014,2064,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_TwoOrMoreRaces,,,, 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country/USA,2014,6.31045,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, @@ -1206,7 +1143,6 @@ country/USA,2015,12699,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,47633,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_WhiteAlone,,,, country/USA,2015,2261,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_TwoOrMoreRaces,,,, country/USA,2015,1954,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_NonUSResident,,,, -country/USA,2015,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, country/USA,2015,0.9613,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, country/USA,2015,7.367,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, country/USA,2015,7.07823,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree,Percent,100,, @@ -1225,7 +1161,6 @@ country/USA,2016,13847,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,47975,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_WhiteAlone,,,, 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country/USA,2021,0.9896,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Female,Percent,100,, country/USA,2021,13.86704,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Female,Percent,100,, country/USA,2021,13.57101,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Female,Percent,100,, @@ -1719,7 +1629,6 @@ country/USA,2012,25310,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2012,194333,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, country/USA,2012,5583,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_TwoOrMoreRaces,,,, country/USA,2012,16081,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_NonUSResident,,,, -country/USA,2012,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2012,0.55579,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2012,13.25059,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2012,12.98719,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, @@ -1738,7 +1647,6 @@ country/USA,2013,28655,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2013,201578,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, country/USA,2013,8219,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_TwoOrMoreRaces,,,, 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country/USA,2013,12.83004,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, @@ -1757,7 +1665,6 @@ country/USA,2014,32264,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2014,207850,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, country/USA,2014,10271,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_TwoOrMoreRaces,,,, country/USA,2014,20069,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_NonUSResident,,,, -country/USA,2014,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2014,0.44905,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2014,13.12306,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, country/USA,2014,12.88397,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, @@ -1776,7 +1683,6 @@ country/USA,2015,36025,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,214144,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, 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country/USA,2016,13.569,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, @@ -1814,7 +1719,6 @@ country/USA,2017,44047,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2017,226192,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, country/USA,2017,14682,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_TwoOrMoreRaces,,,, country/USA,2017,31696,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_NonUSResident,,,, -country/USA,2017,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, 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country/USA,2019,14.66643,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, @@ -1871,7 +1773,6 @@ country/USA,2020,57404,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,232279,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_WhiteAlone,,,, country/USA,2020,18187,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_TwoOrMoreRaces,,,, country/USA,2020,36592,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_NonUSResident,,,, -country/USA,2020,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree,Percent,100,, 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country/USA,2014,6173,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_TwoOrMoreRaces,,,, country/USA,2014,13844,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_NonUSResident,,,, -country/USA,2014,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2014,0.44758,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2014,12.26249,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2014,12.02522,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, @@ -1966,7 +1863,6 @@ country/USA,2015,22551,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2015,142174,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_WhiteAlone,,,, country/USA,2015,7258,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_TwoOrMoreRaces,,,, 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country/USA,2015,12.51017,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, @@ -1985,7 +1881,6 @@ country/USA,2016,25150,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2016,146821,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_WhiteAlone,,,, country/USA,2016,8103,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_TwoOrMoreRaces,,,, country/USA,2016,19113,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_NonUSResident,,,, 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country/USA,2017,0.36681,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2017,13.41184,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2017,13.21868,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, @@ -2023,7 +1917,6 @@ country/USA,2018,29912,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2018,151680,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_WhiteAlone,,,, 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country/USA,2018,13.77413,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, country/USA,2018,13.58457,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, @@ -2042,7 +1935,6 @@ country/USA,2019,32159,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2019,151298,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_WhiteAlone,,,, country/USA,2019,9979,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_TwoOrMoreRaces,,,, 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country/USA,2019,13.98242,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_Asian_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male,Percent,100,, @@ -2061,7 +1953,6 @@ country/USA,2020,34144,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineer country/USA,2020,148305,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_WhiteAlone,,,, country/USA,2020,10463,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_TwoOrMoreRaces,,,, country/USA,2020,24579,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_NonUSResident,,,, 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country/USA,2015,441,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2015,4103,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2015,166,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2015,3631,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2015,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2015,0.37307,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2015,13.78667,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2015,13.66797,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3315,7 +3141,6 @@ country/USA,2016,454,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2016,4139,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2016,188,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2016,3652,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2016,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2016,0.35,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2016,14.25,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2016,14.11667,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3334,7 +3159,6 @@ country/USA,2017,477,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2017,4444,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2017,202,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2017,3820,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2017,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2017,0.25102,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2017,13.61782,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2017,13.47662,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3353,7 +3177,6 @@ country/USA,2018,506,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2018,4228,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2018,241,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2018,3928,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2018,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2018,0.32067,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2018,14.49415,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2018,14.34985,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3372,7 +3195,6 @@ country/USA,2019,514,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2019,4209,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2019,256,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2019,4020,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2019,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2019,0.24363,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2019,13.33442,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2019,13.20448,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3391,7 +3213,6 @@ country/USA,2020,583,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2020,4098,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2020,260,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2020,3966,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2020,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2020,0.22838,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2020,13.49103,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2020,13.44209,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, @@ -3410,7 +3231,6 @@ country/USA,2021,692,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineerin country/USA,2021,4782,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_WhiteAlone,,,, country/USA,2021,270,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_TwoOrMoreRaces,,,, country/USA,2021,4520,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_NonUSResident,,,, -country/USA,2021,100,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2021,0.21169,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AmericanIndianOrAlaskaNativeAlone_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2021,13.20914,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsianOrPacificIslander_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, country/USA,2021,13.1527,dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_Asian_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female,Percent,100,, diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf deleted file mode 100644 index ecebdaf5ca..0000000000 --- a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars.mcf +++ /dev/null @@ -1,176 +0,0 @@ -# Auto generated using command: "stat_var_processor.py --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx --input_data=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls --pv_map=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=/usr/local/google/home/bipina/NCES_NCSES/STEM/data/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem --existing_statvar_mcf=stat_vars.mcf" on 2025-01-02 13:44:20.968332 - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_AsAFractionOf_Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainment_9ThTo12ThGradeNoDiploma -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:9ThTo12ThGradeNoDiploma - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Female_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:9ThTo12ThGradeNoDiploma -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainment9ThTo12ThGradeNoDiploma_Male_AsAFractionOf_Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainment9ThTo12ThGradeNoDiploma_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:9ThTo12ThGradeNoDiploma -gender: dcid:Male - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:AssociatesDegree - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:AssociatesDegree -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentAssociatesDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentAssociatesDegree_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentAssociatesDegree_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:AssociatesDegree -gender: dcid:Male - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:BachelorsDegree - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:BachelorsDegree -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentBachelorsDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentBachelorsDegree_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentBachelorsDegree_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:BachelorsDegree -gender: dcid:Male - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:CollegeGraduate - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Female_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:CollegeGraduate -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentCollegeGraduate_Male_AsAFractionOf_Count_Person_EducationalAttainmentCollegeGraduate_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentCollegeGraduate_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:CollegeGraduate -gender: dcid:Male - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:DoctorateDegree - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:DoctorateDegree -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentDoctorateDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentDoctorateDegree_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentDoctorateDegree_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:DoctorateDegree -gender: dcid:Male - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:MastersDegree - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_Female_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree_Female -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree_Female -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:MastersDegree -gender: dcid:Female - -Node: dcid:Count_Person_BachelorOfScienceOrTechnologyOrEngineeringOrMathematics_EducationalAttainmentMastersDegree_Male_AsAFractionOf_Count_Person_EducationalAttainmentMastersDegree_Male -typeOf: dcid:StatisticalVariable -populationType: dcid:Person -measuredProperty: dcid:count -statType: dcid:measuredValue -measurementDenominator: dcid:Count_Person_EducationalAttainmentMastersDegree_Male -bachelorsDegreeMajor: dcid:Engineering__Mathematics__Science__Technology -educationalAttainment: dcid:MastersDegree -gender: dcid:Male - diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf b/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf deleted file mode 100644 index c3c1f1a609..0000000000 --- a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem_stat_vars_schema.mcf +++ /dev/null @@ -1,15 +0,0 @@ -Node: dcid:Science__Technology__Engineering__Mathematics -typeOf: dcid:EducationalMajorEnum -name: "Science__ Technology__ Engineering__ Mathematics" -isProvisional: dcs:True - -Node: dcid:9ThTo12ThGradeNoDiploma -typeOf: dcid:SDG_EducationLevEnum -name: "9 Th To 12 Th Grade No Diploma" -isProvisional: dcs:True - -Node: dcid:educationalAttainment -typeOf: dcs:Property -name: "educationalAttainment" -rangeIncludes: dcid:SchoolGradeLevelEnum,dcid:USC_EducationalAttainmentEnum - From 2d06b01fa9a25e71da5c09b1bfb4d8ed3c0bf64b Mon Sep 17 00:00:00 2001 From: Bipin Abraham Date: Tue, 28 Jan 2025 06:17:12 +0000 Subject: [PATCH 3/3] Modified the folder and filenames to lowercase --- .../STEM_Degrees => nces/stem_degrees}/README.md | 4 ++-- .../stem_degrees/stem_metadata.csv} | 0 .../stem_degrees/stem_pv_map.csv} | 0 .../stem_degrees}/test_data/sample_input/input.xls | Bin .../test_data/sample_output/nces_stem.csv | 0 .../test_data/sample_output/nces_stem.tmcf | 0 6 files changed, 2 insertions(+), 2 deletions(-) rename statvar_imports/{NCES/STEM_Degrees => nces/stem_degrees}/README.md (59%) rename statvar_imports/{NCES/STEM_Degrees/STEM_metadata.csv => nces/stem_degrees/stem_metadata.csv} (100%) rename statvar_imports/{NCES/STEM_Degrees/pv_map/STEM_pv_map.csv => nces/stem_degrees/stem_pv_map.csv} (100%) rename statvar_imports/{NCES/STEM_Degrees => nces/stem_degrees}/test_data/sample_input/input.xls (100%) rename statvar_imports/{NCES/STEM_Degrees => nces/stem_degrees}/test_data/sample_output/nces_stem.csv (100%) rename statvar_imports/{NCES/STEM_Degrees => nces/stem_degrees}/test_data/sample_output/nces_stem.tmcf (100%) diff --git a/statvar_imports/NCES/STEM_Degrees/README.md b/statvar_imports/nces/stem_degrees/README.md similarity index 59% rename from statvar_imports/NCES/STEM_Degrees/README.md rename to statvar_imports/nces/stem_degrees/README.md index 465adfb98e..501e197761 100644 --- a/statvar_imports/NCES/STEM_Degrees/README.md +++ b/statvar_imports/nces/stem_degrees/README.md @@ -13,8 +13,8 @@ ### How to run: -`python3 stat_var_processor.py --data_url="https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx" --input_data=source_data/input.xls --pv_map=statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=--output_path=` +`python3 stat_var_processor.py --data_url="https://nces.ed.gov/programs/digest/d23/tables/xls/tabn318.45.xlsx" --input_data=source_data/input.xls --pv_map=statvar_imports/nces/stem_degrees/stem_pv_map.csv --config=statvar_imports/nces/stem_Degrees/stem_metadata.csv --output_path=--output_path=` #### Example -`python3 stat_var_processor.py --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn313.30.xlsx --input_data=/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls --pv_map=/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv --config=/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv --output_path=/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem` +`python3 stat_var_processor.py --data_url=https://nces.ed.gov/programs/digest/d23/tables/xls/tabn313.30.xlsx --input_data=/statvar_imports/nces/stem_degrees/test_data/sample_input/input.xls --pv_map=/statvar_imports/nces/stem_degrees/pv_map/stem_pv_map.csv --config=/statvar_imports/nces/stem_degrees/s_metadata.csv --output_path=/statvar_imports/nces/stem_degrees/test_data/sample_output/nces_stem` diff --git a/statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv b/statvar_imports/nces/stem_degrees/stem_metadata.csv similarity index 100% rename from statvar_imports/NCES/STEM_Degrees/STEM_metadata.csv rename to statvar_imports/nces/stem_degrees/stem_metadata.csv diff --git a/statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv b/statvar_imports/nces/stem_degrees/stem_pv_map.csv similarity index 100% rename from statvar_imports/NCES/STEM_Degrees/pv_map/STEM_pv_map.csv rename to statvar_imports/nces/stem_degrees/stem_pv_map.csv diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls b/statvar_imports/nces/stem_degrees/test_data/sample_input/input.xls similarity index 100% rename from statvar_imports/NCES/STEM_Degrees/test_data/sample_input/input.xls rename to statvar_imports/nces/stem_degrees/test_data/sample_input/input.xls diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv b/statvar_imports/nces/stem_degrees/test_data/sample_output/nces_stem.csv similarity index 100% rename from statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.csv rename to statvar_imports/nces/stem_degrees/test_data/sample_output/nces_stem.csv diff --git a/statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf b/statvar_imports/nces/stem_degrees/test_data/sample_output/nces_stem.tmcf similarity index 100% rename from statvar_imports/NCES/STEM_Degrees/test_data/sample_output/nces_stem.tmcf rename to statvar_imports/nces/stem_degrees/test_data/sample_output/nces_stem.tmcf