diff --git a/statvar_imports/pennsylvania/pennsylvania_education/README.md b/statvar_imports/pennsylvania/pennsylvania_education/README.md new file mode 100644 index 0000000000..9da07da789 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/README.md @@ -0,0 +1,125 @@ +## Pennsylvania_education Import + +Dataset related to Pennsylvania's Education at county level. +----- + +**Provenance Description:** +Data assets within this catalog are authored and maintained by individual Commonwealth agencies, which serve as the authoritative sources for their respective domains. The portal, managed by the Office of Administration, provides a transparent audit trail by documenting original publication dates, metadata update frequencies, and the specific departmental "stewards" responsible for the data's accuracy and integrity. + +## Datasets +The datasets cover the following geographic levels, date ranges and institution types + +*Educational attainment* +- Years: 2010 – 2016 +- Type of Place: County (resolved via FIPS codes) +- Update Frequency: Annual + +*Post secondary completions* +- Years: 2016-2021 +- Type of Place: Educational Institution (resolved via IPEDS ID) +- Update Frequency: Annual + +*Public school enrollment* +- Years: 2017 +- Type of Place: County (resolved via FIPS codes) +- Update Frequency: Annual + +*Undergraduate stem enrollment* +- Years: 2014, 2016, 2018, 2020 +- Type of Place: Educational Institution (resolved via IPEDS ID) +- Update Frequency: Annual (Data collected in Spring, reported in Fall) + +**Place Resolution** + +Place resolution is handled using specific mapping files (`*_places_resolved.csv`) or direct code mapping in the PVMap: +- **Counties:** Mapped to Data Commons `geoId` using standard FIPS codes (e.g., `geoId/42001`). +- **Institutions:** Mapped to Data Commons `ipedsId` using the Integrated Postsecondary Education Data System (IPEDS) identifiers. + + +### How to Use + +The workflow for this data import involves two main steps: downloading the necessary files and then processing them. + +#### Step 1: Download the Data + +- **Source:** [Pennsylvania_Education](https://data.pa.gov/browse?sortBy=relevance&page=1&pageSize=20) +- **Description:** The provided URL links to the Education data category within the Commonwealth of Pennsylvania’s open data repository. This portal serves as a centralized clearinghouse for public records, statistics, and geospatial data managed by the Pennsylvania Department of Education (PDE) and related agencies. + +To fetch the necessary data files, you'll need to run download script `download_script.py`. + +The download_script will download below mentioned files in the `input_files` folder. Within this folder, there are four sub-folders, each containing categorized data for both adults and children: + + - educational_attainment_by_age_range_and_gender + + - post_secondary_completions_total_awards_degrees + + - public_school_enrollment_by_county_grade_and_race + + - undergraduate_stem_enrollment + + +### Auto refresh Type + +This import will be refreshed in a fully automated manner. + +----- + +#### Step 2: Process the Files + +After downloading the files, you can process them to generate the final output. To do this: + +**Option A: Use the `run_processing.sh` script** + +The `run_processing.sh` script automates the processing of all the downloaded files. + +**Run the following command:** + +```bash +sh run_processing.sh +``` + +**Option B: Manually Execute the Processing Script** + +You can also run the `stat_var_processor.py` script individually for each file. This script is located in the `data/tools/statvar_importer/` directory. + +Here are the specific commands for each file: + +```bash +python3 stat_var_processor.py +--input_data=../../statvar_imports/pennsylvania/pennsylvania_education/input_files/educational_attainment_by_age_range_and_gender/*.csv" +--pv_map=../../statvar_imports/pennsylvania/pennsylvania_education/educational_attainment_by_age_range_and_gender_pvmap.csv" +--config_file=../../statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv" +--output_path=../../statvar_imports/pennsylvania/pennsylvania_education/output_files/educational_attainment_by_age_range_and_gender_output" +--existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf +--places_resolved_csv=../../statvar_imports/pennsylvania/pennsylvania_education/educational_attainment_by_age_range_and_gender_places_resolver.csv" +``` + +```bash +python3 stat_var_processor.py +--input_data=../../statvar_imports/pennsylvania/pennsylvania_education/input_files/post_secondary_completions_total_awards_degrees/*.csv" +--pv_map=../../statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_pvmap.csv" +--config_file=../../statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv" +--output_path=../../statvar_imports/pennsylvania/pennsylvania_education/output_files/post_secondary_completions_total_awards_degrees_output" +--existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf +--places_resolved_csv=../../statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_places_resolver.csv" +``` + +```bash +python3 stat_var_processor.py +--input_data=../../statvar_imports/pennsylvania/pennsylvania_education/input_files/public_school_enrollment_by_county_grade_and_race/*.csv" +--pv_map=../../statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_pvmap.csv" +--config_file=../../statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv" +--output_path=../../statvar_imports/pennsylvania/pennsylvania_education/output_files/public_school_enrollment_by_county_grade_and_race_output" +--existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf +--places_resolved_csv=../../statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_places_resolver.csv" +``` + +```bash +python3 stat_var_processor.py +--input_data=../../statvar_imports/pennsylvania/pennsylvania_education/input_files/undergraduate_stem_enrollment/*.csv" +--pv_map=../../statvar_imports/pennsylvania/pennsylvania_education/undergraduate_stem_enrollment_pvmap.csv" +--config_file=../../statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv" +--output_path=../../statvar_imports/pennsylvania/pennsylvania_education/output_files/undergraduate_stem_enrollment_output" +--existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf +--places_resolved_csv=../../statvar_imports/pennsylvania/pennsylvania_education/undergraduate_stem_enrollment_places_resolver.csv" +``` diff --git a/statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv b/statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv new file mode 100644 index 0000000000..94409ade6b --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/common_metadata.csv @@ -0,0 +1,5 @@ +parameter,value +#places_within, +output_columns,"observationAbout,observationDate,value,variableMeasured" +header_rows,1 +url,https://data.pa.gov/browse?sortBy=relevance&page=1&pageSize=20 diff --git a/statvar_imports/pennsylvania/pennsylvania_education/download_script.py b/statvar_imports/pennsylvania/pennsylvania_education/download_script.py new file mode 100644 index 0000000000..3be64efe5f --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/download_script.py @@ -0,0 +1,32 @@ +import os +import requests + +def download_file(url, output_path): + print(f'Downloading {url} to {output_path}...') + response = requests.get(url, stream=True) + response.raise_for_status() + + os.makedirs(os.path.dirname(output_path), exist_ok=True) + with open(output_path, 'wb') as f: + for chunk in response.iter_content(chunk_size=8192): + f.write(chunk) + print('Download complete.') + +def main(): + base_path = os.path.dirname(os.path.abspath(__file__)) + input_files_dir = os.path.join(base_path, 'input_files') + + datasets = { + 'educational_attainment_by_age_range_and_gender': 'xwn6-8rmw', + 'post_secondary_completions_total_awards_degrees': 'jqcu-bcsg', + 'public_school_enrollment_by_county_grade_and_race': 'wb8u-h3s8', + 'undergraduate_stem_enrollment': 'r75w-4bue' + } + + for folder, data_id in datasets.items(): + url = f'https://data.pa.gov/api/views/{data_id}/rows.csv?accessType=DOWNLOAD' + output_path = os.path.join(input_files_dir, f'{folder}.csv') + download_file(url, output_path) + +if __name__ == '__main__': + main() diff --git a/statvar_imports/pennsylvania/pennsylvania_education/educational_attainment_by_age_range_and_gender_pvmap.csv b/statvar_imports/pennsylvania/pennsylvania_education/educational_attainment_by_age_range_and_gender_pvmap.csv new file mode 100644 index 0000000000..7f62e6b68b --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/educational_attainment_by_age_range_and_gender_pvmap.csv @@ -0,0 +1,38 @@ +key,,,p1,v1,p2,v2 +County FIPS Code,observationAbout,geoId/{Data},populationType,Person,statType,measuredValue +Total Population,measuredProperty,count,value,{Number},, +No High School Diploma,educationalAttainment,NoDiploma,value,{Number},, +High School Diploma Or Equivalent,educationalAttainment,HighSchoolDiplomaIncludesEquivalency,value,{Number},, +Some College No Degree,educationalAttainment,SomeCollegeNoDegree,value,{Number},, +Associate's Degree,educationalAttainment,AssociatesDegree,value,{Number},, +Bachelor's Degree,educationalAttainment,BachelorsDegree,value,{Number},, +Graduate or Professional Degree,educationalAttainment,GraduateOrProfessionalDegree,value,{Number},, +Total Post-Secondary Degrees,educationalAttainment,PostSecondaryDegree,value,{Number},, +Male,gender,Male,,,, +Female,gender,Female,,,, +35 to 44 Years,age,[35 44 Years],,,, +25 to 34 Years,age,[25 34 Years],,,, +45 to 64 Years,age,[45 64 Years],,,, +,,,,,, +2010,observationDate,2010,,,, +2011,observationDate,2011,,,, +2012,observationDate,2012,,,, +2013,observationDate,2013,,,, +2014,observationDate,2014,,,, +2015,observationDate,2015,,,, +2016,observationDate,2016,,,, +2017,observationDate,2017,,,, +2018,observationDate,2018,,,, +2019,observationDate,2019,,,, +2020,observationDate,2020,,,, +2021,observationDate,2021,,,, +2022,observationDate,2022,,,, +2023,observationDate,2023,,,, +2024,observationDate,2024,,,, +2025,observationDate,2025,,,, +2026,observationDate,2026,,,, +2027,observationDate,2027,,,, +2028,observationDate,2028,,,, +2029,observationDate,2029,,,, +2030,observationDate,2030,,,, +2031,observationDate,2031,,,, \ No newline at end of file diff --git a/statvar_imports/pennsylvania/pennsylvania_education/manifest.json b/statvar_imports/pennsylvania/pennsylvania_education/manifest.json new file mode 100644 index 0000000000..8a3a9c36c2 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/manifest.json @@ -0,0 +1,34 @@ +{ + "import_specifications": [ + { + "import_name": "Pennsylvania_Education", + "curator_emails": ["support@datacommons.org"], + "provenance_url": "https://data.pa.gov/", + "provenance_description": "Dataset related to the pennsylvania's Education at country level.", + "scripts": ["download_script.py", "run_processing.sh"], + "source_files": [ + "input_files/*.csv" + ], + "import_inputs": [ + { + "template_mcf": "output_files/educational_attainment_by_age_range_and_gender/educational_attainment_by_age_range_and_gender_output.tmcf", + "cleaned_csv": "output_files/educational_attainment_by_age_range_and_gender/educational_attainment_by_age_range_and_gender_output.csv" + }, + { + "template_mcf": "output_files/post_secondary_completions_total_awards_degrees/post_secondary_completions_total_awards_degrees_output.tmcf", + "cleaned_csv": "output_files/post_secondary_completions_total_awards_degrees/post_secondary_completions_total_awards_degrees_output.csv" + }, + { + "template_mcf": "output_files/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.tmcf", + "cleaned_csv": "output_files/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.csv" + }, + { + "template_mcf": "output_files/undergraduate_stem_enrollment/undergraduate_stem_enrollment_output.tmcf", + "cleaned_csv": "output_files/undergraduate_stem_enrollment/undergraduate_stem_enrollment_output.csv" + } + ], + "cron_schedule": "0 02 * * 2" + } + ] +} + diff --git a/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_places_resolved.csv b/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_places_resolved.csv new file mode 100644 index 0000000000..f3bb80f5a8 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_places_resolved.csv @@ -0,0 +1,317 @@ +place_name,dcid,name,,,,,, +210571,ipedsId/210571,Albright College,,,,,, +210669,ipedsId/210669,Allegheny College,,,,,, +210599,ipedsId/210599,All-State Career School,,,,,, +418658,ipedsId/418658,All-State Career School-Pittsburgh,,,,,, +210748,ipedsId/210748,Altoona Beauty School Inc,,,,,, +210775,ipedsId/210775,Alvernia University,,,,,, +211088,ipedsId/211088,Arcadia University,,,,,, +211006,ipedsId/211006,Automotive Training Center-Exton,,,,,, +448770,ipedsId/448770,Automotive Training Center-Warminster,,,,,, +250285,ipedsId/250285,Aviation Institute of Maintenance-Philadelphia,,,,,, +483346,ipedsId/483346,Divine Crown Barber & Beauty Academy,,,,,, +483054,ipedsId/483054,Barber School of Pittsburgh,,,,,, +215336,ipedsId/215336,Beaver Falls Beauty Academy,,,,,, +461193,ipedsId/461193,Bella Capelli Academy,,,,,, +481021,ipedsId/481021,Berks Career & Technology Center,,,,,, +211158,ipedsId/211158,Bloomsburg University of Pennsylvania,,,,,, +210492,ipedsId/210492,Bryn Athyn College of the New Church,,,,,, +211273,ipedsId/211273,Bryn Mawr College,,,,,, +211291,ipedsId/211291,Bucknell University,,,,,, +211307,ipedsId/211307,Bucks County Community College,,,,,, +211316,ipedsId/211316,Bucks County School of Beauty Culture Inc,,,,,, +211334,ipedsId/211334,Butler Beauty Academy,,,,,, +213330,ipedsId/213330,Butler Beauty Academy-Kittanning Beauty Academy,,,,,, +367431,ipedsId/367431,Butler Beauty Academy-New Castle Beauty Academy,,,,,, +211352,ipedsId/211352,Cabrini University,,,,,, +215114,ipedsId/215114,Cairn University-Langhorne,,,,,, +211361,ipedsId/211361,California University of Pennsylvania,,,,,, +246071,ipedsId/246071,Career Technology Center of Lackawanna County,,,,,, +211431,ipedsId/211431,Carlow University,,,,,, +211440,ipedsId/211440,Carnegie Mellon University,,,,,, +451495,ipedsId/451495,CDE Career Institute,,,,,, +211468,ipedsId/211468,Cedar Crest College,,,,,, +211477,ipedsId/211477,Central Penn College,,,,,, +369668,ipedsId/369668,Central Pennsylvania Institute of Science and Technology,,,,,, +406422,ipedsId/406422,Central Susquehanna Intermediate Unit LPN Career,,,,,, +483753,ipedsId/483753,Champ's Barber School,,,,,, +211556,ipedsId/211556,Chatham University,,,,,, +418427,ipedsId/418427,Chester County Intermediate Unit,,,,,, +211583,ipedsId/211583,Chestnut Hill College,,,,,, +211608,ipedsId/211608,Cheyney University of Pennsylvania,,,,,, +211635,ipedsId/211635,Citizens School of Nursing,,,,,, +211644,ipedsId/211644,Clarion University of Pennsylvania,,,,,, +211024,ipedsId/211024,Clarks Summit University,,,,,, +430908,ipedsId/430908,Clearfield County Career and Technology Center,,,,,, +212975,ipedsId/212975,Commonwealth Technical Institute,,,,,, +210605,ipedsId/210605,Community College of Allegheny County,,,,,, +211079,ipedsId/211079,Community College of Beaver County,,,,,, +215239,ipedsId/215239,Community College of Philadelphia,,,,,, +215044,ipedsId/215044,Cortiva Institute,,,,,, +419484,ipedsId/419484,Crawford County Career and Technical Center Practical Nursing Program,,,,,, +211893,ipedsId/211893,Curtis Institute of Music,,,,,, +406413,ipedsId/406413,DCI Career Institute,,,,,, +211927,ipedsId/211927,Delaware County Community College,,,,,, +430971,ipedsId/430971,Delaware County Technical School-Practical Nursing Program,,,,,, +211981,ipedsId/211981,Delaware Valley University,,,,,, +210739,ipedsId/210739,DeSales University,,,,,, +482608,ipedsId/482608,DeVry University-Pennsylvania,,,,,, +212009,ipedsId/212009,Dickinson College,,,,,, +211802,ipedsId/211802,DLP Conemaugh Memorial Medical Center,,,,,, +212045,ipedsId/212045,Douglas Education Center,,,,,, +212054,ipedsId/212054,Drexel University,,,,,, +212106,ipedsId/212106,Duquesne University,,,,,, +375966,ipedsId/375966,Eastern Center for Arts and Technology,,,,,, +212133,ipedsId/212133,Eastern University,,,,,, +212115,ipedsId/212115,East Stroudsburg University of Pennsylvania,,,,,, +212160,ipedsId/212160,Edinboro University of Pennsylvania,,,,,, +212197,ipedsId/212197,Elizabethtown College,,,,,, +375984,ipedsId/375984,Empire Beauty School-Center City Philadelphia,,,,,, +485397,ipedsId/485397,Empire Beauty School-Cheltenham,,,,,, +415039,ipedsId/415039,Empire Beauty School-Hanover,,,,,, +212382,ipedsId/212382,Empire Beauty School-Harrisburg,,,,,, +212276,ipedsId/212276,Empire Beauty School-Lancaster,,,,,, +212230,ipedsId/212230,Empire Beauty School-Lebanon,,,,,, +212328,ipedsId/212328,Empire Beauty School-Lehigh Valley,,,,,, +430227,ipedsId/430227,Empire Beauty School-Monroeville,,,,,, +212753,ipedsId/212753,Empire Beauty School-NE Philadelphia,,,,,, +450605,ipedsId/450605,Empire Beauty School-North Hills,,,,,, +212300,ipedsId/212300,Empire Beauty School-Pottsville,,,,,, +212391,ipedsId/212391,Empire Beauty School-Reading,,,,,, +212294,ipedsId/212294,Empire Beauty School-Shamokin Dam,,,,,, +458830,ipedsId/458830,Empire Beauty School-Springfield,,,,,, +444307,ipedsId/444307,Empire Beauty School-West Mifflin,,,,,, +212355,ipedsId/212355,Empire Beauty School-Wyoming Valley,,,,,, +212267,ipedsId/212267,Empire Beauty School-York,,,,,, +212434,ipedsId/212434,Erie Institute of Technology Inc,,,,,, +248624,ipedsId/248624,Fayette County Career & Technical Institute Practical Nursing Program,,,,,, +419332,ipedsId/419332,Forbes Road Career and Technology Center,,,,,, +249609,ipedsId/249609,Fortis Institute-Forty Fort,,,,,, +385503,ipedsId/385503,Fortis Institute-Scranton,,,,,, +485236,ipedsId/485236,Fountain of Youth Academy of Cosmetology,,,,,, +212577,ipedsId/212577,Franklin and Marshall College,,,,,, +248633,ipedsId/248633,Franklin County Career and Technology Center,,,,,, +212601,ipedsId/212601,Gannon University,,,,,, +460385,ipedsId/460385,Geisinger-Lewistown Hospital School of Nursing,,,,,, +212656,ipedsId/212656,Geneva College,,,,,, +212674,ipedsId/212674,Gettysburg College,,,,,, +212771,ipedsId/212771,Gratz College,,,,,, +383367,ipedsId/383367,Greater Altoona Career & Technology Center,,,,,, +418454,ipedsId/418454,Greater Johnstown Career and Technology Center,,,,,, +213181,ipedsId/213181,Great Lakes Institute of Technology,,,,,, +260363,ipedsId/260363,Greene County Career and Technology Center,,,,,, +212832,ipedsId/212832,Gwynedd Mercy University,,,,,, +212869,ipedsId/212869,Harcum College,,,,,, +212878,ipedsId/212878,Harrisburg Area Community College,,,,,, +446640,ipedsId/446640,Harrisburg University of Science and Technology,,,,,, +212911,ipedsId/212911,Haverford College,,,,,, +418612,ipedsId/418612,Hazleton Area Career Center,,,,,, +212984,ipedsId/212984,Holy Family University,,,,,, +440217,ipedsId/440217,Huntingdon County Career and Technology Center,,,,,, +212993,ipedsId/212993,Hussian College-Philadelphia,,,,,, +213011,ipedsId/213011,Immaculata University,,,,,, +418560,ipedsId/418560,Indiana County Technology Center,,,,,, +213020,ipedsId/213020,Indiana University of Pennsylvania-Main Campus,,,,,, +461218,ipedsId/461218,Institute of Medical Careers,,,,,, +414540,ipedsId/414540,Jean Madeline Aveda Institute,,,,,, +418445,ipedsId/418445,Jefferson County Dubois Area Vocational Technical Practical Nursing Program,,,,,, +419341,ipedsId/419341,Jna Institute of Culinary Arts,,,,,, +213233,ipedsId/213233,Johnson College,,,,,, +210474,ipedsId/210474,Jolie Hair and Beauty Academy-Hazleton,,,,,, +213215,ipedsId/213215,Jolie Hair and Beauty Academy-Wilkes-Barre,,,,,, +215479,ipedsId/215479,Joseph F McCloskey School of Nursing,,,,,, +213251,ipedsId/213251,Juniata College,,,,,, +213303,ipedsId/213303,Keystone College,,,,,, +213321,ipedsId/213321,King's College,,,,,, +213349,ipedsId/213349,Kutztown University of Pennsylvania,,,,,, +213376,ipedsId/213376,Lackawanna College,,,,,, +213385,ipedsId/213385,Lafayette College,,,,,, +213400,ipedsId/213400,Lancaster Bible College,,,,,, +418533,ipedsId/418533,Lancaster County Career and Technology Center,,,,,, +213455,ipedsId/213455,Lancaster School of Cosmetology & Therapeutic Bodywork,,,,,, +213473,ipedsId/213473,Lansdale School of Business,,,,,, +213491,ipedsId/213491,Lansdale School of Cosmetology Inc,,,,,, +213358,ipedsId/213358,La Roche University,,,,,, +213367,ipedsId/213367,La Salle University,,,,,, +250027,ipedsId/250027,Laurel Business Institute,,,,,, +408729,ipedsId/408729,Laurel Technical Institute,,,,,, +215992,ipedsId/215992,Laurel Technical Institute,,,,,, +418542,ipedsId/418542,Lebanon County Area Vocational Technical School,,,,,, +213507,ipedsId/213507,Lebanon Valley College,,,,,, +213525,ipedsId/213525,Lehigh Carbon Community College,,,,,, +213543,ipedsId/213543,Lehigh University,,,,,, +418515,ipedsId/418515,Lenape Technical School Practical Nursing Program,,,,,, +213552,ipedsId/213552,Levittown Beauty Academy,,,,,, +213570,ipedsId/213570,Lincoln Technical Institute-Allentown,,,,,, +213589,ipedsId/213589,Lincoln Technical Institute-Philadelphia,,,,,, +213598,ipedsId/213598,Lincoln University,,,,,, +213613,ipedsId/213613,Lock Haven University,,,,,, +213659,ipedsId/213659,Luzerne County Community College,,,,,, +213668,ipedsId/213668,Lycoming College,,,,,, +213774,ipedsId/213774,Manor College,,,,,, +213783,ipedsId/213783,Mansfield University of Pennsylvania,,,,,, +213826,ipedsId/213826,Marywood University,,,,,, +366632,ipedsId/366632,Mercer County Career Center,,,,,, +213987,ipedsId/213987,Mercyhurst University,,,,,, +480189,ipedsId/480189,Mercyhurst University-North East Campus,,,,,, +213996,ipedsId/213996,Messiah University,,,,,, +457952,ipedsId/457952,Metro Beauty Academy,,,,,, +418481,ipedsId/418481,Mifflin County Academy of Science and Technology,,,,,, +213534,ipedsId/213534,Miller-Motte College-Berks Technical Institute,,,,,, +214041,ipedsId/214041,Millersville University of Pennsylvania,,,,,, +214069,ipedsId/214069,Misericordia University,,,,,, +214111,ipedsId/214111,Montgomery County Community College,,,,,, +214148,ipedsId/214148,Moore College of Art and Design,,,,,, +214157,ipedsId/214157,Moravian University,,,,,, +214166,ipedsId/214166,Mount Aloysius College,,,,,, +214175,ipedsId/214175,Muhlenberg College,,,,,, +214272,ipedsId/214272,Neumann University,,,,,, +214290,ipedsId/214290,New Castle School of Trades,,,,,, +214379,ipedsId/214379,Northampton County Area Community College,,,,,, +418588,ipedsId/418588,Northern Tier Career Center,,,,,, +214528,ipedsId/214528,Orleans Technical College,,,,,, +214883,ipedsId/214883,Peirce College,,,,,, +214892,ipedsId/214892,Penn Commercial Business/Technical School,,,,,, +214944,ipedsId/214944,Pennco Tech-Bristol,,,,,, +214971,ipedsId/214971,Pennsylvania Academy of the Fine Arts,,,,,, +215053,ipedsId/215053,Pennsylvania College of Art and Design,,,,,, +442356,ipedsId/442356,Pennsylvania College of Health Sciences,,,,,, +366252,ipedsId/366252,Pennsylvania College of Technology,,,,,, +215008,ipedsId/215008,Pennsylvania Gunsmith School,,,,,, +414911,ipedsId/414911,Pennsylvania Highlands Community College,,,,,, +214582,ipedsId/214582,Pennsylvania Institute of Technology,,,,,, +483823,ipedsId/483823,Philadelphia Technician Training,,,,,, +444811,ipedsId/444811,PITC Institute,,,,,, +216782,ipedsId/216782,Pittsburgh Career Institute,,,,,, +215381,ipedsId/215381,Pittsburgh Institute of Aeronautics,,,,,, +215390,ipedsId/215390,Pittsburgh Institute of Mortuary Science Inc,,,,,, +215415,ipedsId/215415,Pittsburgh Technical College,,,,,, +215442,ipedsId/215442,Point Park University,,,,,, +446455,ipedsId/446455,Precision Manufacturing Institute,,,,,, +417840,ipedsId/417840,Prism Career Institute-Philadelphia,,,,,, +486105,ipedsId/486105,Professional Academy of Cosmetology,,,,,, +215585,ipedsId/215585,Reading Area Community College,,,,,, +215594,ipedsId/215594,Reading Hospital School of Health Sciences,,,,,, +215655,ipedsId/215655,Robert Morris University,,,,,, +215682,ipedsId/215682,Rosedale Technical College,,,,,, +215691,ipedsId/215691,Rosemont College,,,,,, +213932,ipedsId/213932,Roxborough Memorial Hospital School of Nursing,,,,,, +216047,ipedsId/216047,Saint Charles Borromeo Seminary-Overbrook,,,,,, +215743,ipedsId/215743,Saint Francis University,,,,,, +215770,ipedsId/215770,Saint Joseph's University,,,,,, +215798,ipedsId/215798,Saint Vincent College,,,,,, +215886,ipedsId/215886,Schuylkill Technology Center,,,,,, +215947,ipedsId/215947,Seton Hill University,,,,,, +215983,ipedsId/215983,Sharon Regional School of Nursing,,,,,, +216010,ipedsId/216010,Shippensburg University of Pennsylvania,,,,,, +216038,ipedsId/216038,Slippery Rock University of Pennsylvania,,,,,, +457943,ipedsId/457943,Somerset County Technology Center,,,,,, +216074,ipedsId/216074,South Hills Beauty Academy,,,,,, +216083,ipedsId/216083,South Hills School of Business & Technology,,,,,, +216162,ipedsId/216162,St Lukes Hospital School of Nursing,,,,,, +443784,ipedsId/443784,Strayer University-Pennsylvania,,,,,, +485856,ipedsId/485856,Studio Incamminati,,,,,, +441672,ipedsId/441672,Susquehanna County Career and Technology Center,,,,,, +216278,ipedsId/216278,Susquehanna University,,,,,, +216287,ipedsId/216287,Swarthmore College,,,,,, +216311,ipedsId/216311,Talmudical Yeshiva of Philadelphia,,,,,, +216339,ipedsId/216339,Temple University,,,,,, +216296,ipedsId/216296,Thaddeus Stevens College of Technology,,,,,, +210711,ipedsId/210711,The Beauty Institute,,,,,, +216223,ipedsId/216223,The Beauty School,,,,,, +210784,ipedsId/210784,The Beauty Institute-Ambler,,,,,, +215530,ipedsId/215530,The Salon Professional Academy-Altoona,,,,,, +215105,ipedsId/215105,The University of the Arts,,,,,, +216357,ipedsId/216357,Thiel College,,,,,, +216366,ipedsId/216366,Thomas Jefferson University,,,,,, +216454,ipedsId/216454,Triangle Tech Inc-Dubois,,,,,, +216445,ipedsId/216445,Triangle Tech Inc-Greensburg,,,,,, +216436,ipedsId/216436,Triangle Tech Inc-Pittsburgh,,,,,, +443377,ipedsId/443377,Triangle Tech Inc-Sunbury,,,,,, +445799,ipedsId/445799,Universal Technical Institute of Pennsylvania Inc,,,,,, +215062,ipedsId/215062,University of Pennsylvania,,,,,, +215266,ipedsId/215266,University of Pittsburgh-Bradford,,,,,, +215275,ipedsId/215275,University of Pittsburgh-Greensburg,,,,,, +215284,ipedsId/215284,University of Pittsburgh-Johnstown,,,,,, +215293,ipedsId/215293,University of Pittsburgh-Pittsburgh Campus,,,,,, +215309,ipedsId/215309,University of Pittsburgh-Titusville,,,,,, +215929,ipedsId/215929,University of Scranton,,,,,, +215132,ipedsId/215132,University of the Sciences,,,,,, +216542,ipedsId/216542,University of Valley Forge,,,,,, +213163,ipedsId/213163,UPMC Jameson School of Nursing,,,,,, +431600,ipedsId/431600,UPMC Mercy School of Nursing,,,,,, +215974,ipedsId/215974,UPMC Shadyside School of Nursing,,,,,, +213622,ipedsId/213622,UPMC St. Margaret School of Nursing,,,,,, +216524,ipedsId/216524,Ursinus College,,,,,, +216551,ipedsId/216551,Valley Forge Military College,,,,,, +418524,ipedsId/418524,Venango County Area Vocational Technical School,,,,,, +216579,ipedsId/216579,Venus Beauty Academy,,,,,, +213914,ipedsId/213914,Vet Tech Institute,,,,,, +216597,ipedsId/216597,Villanova University,,,,,, +215637,ipedsId/215637,Walnut Hill College,,,,,, +216630,ipedsId/216630,Washington Health System School of Nursing,,,,,, +216667,ipedsId/216667,Washington & Jefferson College,,,,,, +216694,ipedsId/216694,Waynesburg University,,,,,, +216746,ipedsId/216746,Welder Training and Testing Institute,,,,,, +216764,ipedsId/216764,West Chester University of Pennsylvania,,,,,, +368407,ipedsId/368407,Western Area Career & Technology Center,,,,,, +216773,ipedsId/216773,Western Pennsylvania Hospital School of Nursing,,,,,, +216807,ipedsId/216807,Westminster College,,,,,, +216825,ipedsId/216825,Westmoreland County Community College,,,,,, +261861,ipedsId/261861,Pennsylvania Institute of Health and Technology,,,,,, +216852,ipedsId/216852,Widener University,,,,,, +365383,ipedsId/365383,Wilkes-Barre Area Career and Technical Center Practical Nursing,,,,,, +216931,ipedsId/216931,Wilkes University,,,,,, +217013,ipedsId/217013,Wilson College,,,,,, +217040,ipedsId/217040,Yeshivath Beth Moshe,,,,,, +217059,ipedsId/217059,York College of Pennsylvania,,,,,, +418409,ipedsId/418409,York County School of Technology-Adult & Continuing Education,,,,,, +375939,ipedsId/375939,YTI Career Institute-Altoona,,,,,, +217077,ipedsId/217077,YTI Career Institute-York,,,,,, +446996,ipedsId/446996,Chambersburg Beauty School,,,,,, +216418,ipedsId/216418,Fortis Institute-Erie,,,,,, +460598,ipedsId/460598,Harris School of Business-Upper Darby Campus,,,,,, +214777,ipedsId/214777,Pennsylvania State University-Main Campus,,,,,, +214801,ipedsId/214801,Pennsylvania State University-Penn State Abington,,,,,, +214689,ipedsId/214689,Pennsylvania State University-Penn State Altoona,,,,,, +214698,ipedsId/214698,Pennsylvania State University-Penn State Beaver,,,,,, +214704,ipedsId/214704,Pennsylvania State University-Penn State Berks,,,,,, +214731,ipedsId/214731,Pennsylvania State University-Penn State Brandywine,,,,,, +214740,ipedsId/214740,Pennsylvania State University-Penn State DuBois,,,,,, +214591,ipedsId/214591,Pennsylvania State University-Penn State Erie-Behrend College,,,,,, +214759,ipedsId/214759,Pennsylvania State University-Penn State Fayette- Eberly,,,,,, +214786,ipedsId/214786,Pennsylvania State University-Penn State Greater Allegheny,,,,,, +214713,ipedsId/214713,Pennsylvania State University-Penn State Harrisburg,,,,,, +214768,ipedsId/214768,Pennsylvania State University-Penn State Hazleton,,,,,, +214670,ipedsId/214670,Pennsylvania State University-Penn State Lehigh Valley,,,,,, +214795,ipedsId/214795,Pennsylvania State University-Penn State Mont Alto,,,,,, +214625,ipedsId/214625,Pennsylvania State University-Penn State New Kensington,,,,,, +214810,ipedsId/214810,Pennsylvania State University-Penn State Schuylkill,,,,,, +214652,ipedsId/214652,Pennsylvania State University-Penn State Scranton,,,,,, +214634,ipedsId/214634,Pennsylvania State University-Penn State Shenango,,,,,, +214643,ipedsId/214643,Pennsylvania State University-Penn State Wilkes-Barre,,,,,, +214829,ipedsId/214829,Pennsylvania State University-Penn State York,,,,,, +479956,ipedsId/479956,Pennsylvania State University-World Campus,,,,,, +215628,ipedsId/215628,Reformed Presbyterian Theological Seminary,,,,,, +484783,ipedsId/484783,University of Phoenix-Pennsylvania,,,,,, +474997,ipedsId/474997,All-State Career School-Health Sciences,,,,,, +211909,ipedsId/211909,Dean Institute of Technology,,,,,, +480134,ipedsId/480134,Elizabethtown College School of Continuing and Professional Studies,,,,,, +216427,ipedsId/216427,Triangle Tech Inc-Erie,,,,,, +210890,ipedsId/210890,Antonelli Institute,,,,,, +211200,ipedsId/211200,Bradford School,,,,,, +215646,ipedsId/215646,Brightwood Career Institute-Broomall,,,,,, +251075,ipedsId/251075,Brightwood Career Institute-Harrisburg,,,,,, +214254,ipedsId/214254,Brightwood Career Institute-Philadelphia,,,,,, +211617,ipedsId/211617,Brightwood Career Institute-Philadelphia Mills,,,,,, +213002,ipedsId/213002,Brightwood Career Institute-Pittsburgh,,,,,, +210951,ipedsId/210951,Career Training Academy-Lower Burrell,,,,,, +440174,ipedsId/440174,Career Training Academy-Pittsburgh,,,,,, +211820,ipedsId/211820,Consolidated School of Business-York,,,,,, +438212,ipedsId/438212,McCann School of Business & Technology,,,,,, +215099,ipedsId/215099,Philadelphia University,,,,,, +210942,ipedsId/210942,The Art Institute of Philadelphia,,,,,, +210960,ipedsId/210960,The Art Institute of Pittsburgh,,,,,, +451662,ipedsId/451662,The Art Institute of Pittsburgh-Online Division,,,,,, +210906,ipedsId/210906,The Art Institutes of York-PA,,,,,, +441089,ipedsId/441089,Wyotech-Blairsville,,,,,, diff --git a/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_pvmap.csv b/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_pvmap.csv new file mode 100644 index 0000000000..53f5fba27f --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/post_secondary_completions_total_awards_degrees_pvmap.csv @@ -0,0 +1,9 @@ +key,p1,v1,p2,v2,, +Unit ID,observationAbout,{Data},measuredProperty,count,populationType,Person +Associate's Degree,educationalAttainment,AssociatesDegree,value,{Number},, +Bachelor's Degree,educationalAttainment,BachelorsDegree,value,{Number},, +Master's Degree,educationalAttainment,MastersDegree,value,{Number},, +Doctor's Degree - Research/Scholarship,educationalAttainment,DoctorateDegree,doctorateDegreeMajor,Research,value,{Number} +Doctor's Degree - Professional Practice,educationalAttainment,DoctorateDegree,doctorateDegreeMajor,Professional,value,{Number} +Doctor's Degree - Other,educationalAttainment,DoctorateDegree,doctorateDegreeMajor,Other,value,{Number} +Year,observationDate,{Number},,,, diff --git a/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_places_resolved.csv b/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_places_resolved.csv new file mode 100644 index 0000000000..3e474c471d --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_places_resolved.csv @@ -0,0 +1,68 @@ +place_name,dcid +Adams,geoId/42001 +Allegheny,geoId/42003 +Armstrong,geoId/42005 +Beaver,geoId/42007 +Bedford,geoId/42009 +Berks,geoId/42011 +Blair,geoId/42013 +Bradford,geoId/42015 +Bucks,geoId/42017 +Butler,geoId/42019 +Cambria,geoId/42021 +Cameron,geoId/42023 +Carbon,geoId/42025 +Centre,geoId/42027 +Chester,geoId/42029 +Clarion,geoId/42031 +Clearfield,geoId/42033 +Clinton,geoId/42035 +Columbia,geoId/42037 +Crawford,geoId/42039 +Cumberland,geoId/42041 +Dauphin,geoId/42043 +Lawrence,geoId/42045 +Delaware,geoId/42047 +Elk,geoId/42049 +Erie,geoId/42051 +Fayette,geoId/42053 +Forest,geoId/42055 +Franklin,geoId/42057 +Fulton,geoId/42059 +Greene,geoId/42061 +Huntingdon,geoId/42063 +Indiana,geoId/42065 +Jefferson,geoId/42067 +Juniata,geoId/42069 +Lackawanna,geoId/42071 +Lancaster,geoId/42073 +Lebanon,geoId/42075 +Lehigh,geoId/42077 +Luzerne,geoId/42079 +Lycoming,geoId/42081 +Sullivan,geoId/42083 +McKean,geoId/42085 +Mercer,geoId/42087 +Mifflin,geoId/42089 +Monroe,geoId/42091 +Montgomery,geoId/42093 +Montour,geoId/42095 +Northampton,geoId/42097 +Northumberland,geoId/42099 +Perry,geoId/42101 +Philadelphia,geoId/4260000 +Pike,geoId/42103 +Potter,geoId/42107 +Schuylkill,geoId/42109 +Snyder,geoId/42111 +Somerset,geoId/42113 +Susquehanna,geoId/42115 +Tioga,geoId/42117 +Union,geoId/42119 +Venango,geoId/42121 +Warren,geoId/42123 +Washington,geoId/42125 +Wayne,geoId/42127 +Westmoreland,geoId/42129 +Wyoming,geoId/42131 +York,geoId/42133 diff --git a/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_pvmap.csv b/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_pvmap.csv new file mode 100644 index 0000000000..56c95f1c54 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/public_school_enrollment_by_county_grade_and_race_pvmap.csv @@ -0,0 +1,27 @@ +key,p1,v1,p2,v2,,,, +County,observationAbout,{Data},populationType,Student,measuredProperty,count,observationDate,2017 +Pre-Kindergarten Half Day,schoolGradeLevel,PreKindergarten,schoolDayType,HalfDay,value,{Number},, +Pre-Kindergarten Full Day,schoolGradeLevel,PreKindergarten,schoolDayType,FullDay,value,{Number},, +K4 Half Day,schoolGradeLevel,PreKindergarten,age,[4 Years],schoolDayType,HalfDay,value,{Number} +K4 Full Day,schoolGradeLevel,PreKindergarten,age,[4 Years],schoolDayType,FullDay,value,{Number} +K5 Half Day,schoolGradeLevel,Kindergarten,age,[5 Years],schoolDayType,HalfDay,value,{Number} +K5 Full Day,schoolGradeLevel,Kindergarten,age,[5 Years],schoolDayType,FullDay,value,{Number} +1st Grade,schoolGradeLevel,SchoolGrade1,value,{Number},,,, +2nd Grade,schoolGradeLevel,SchoolGrade2,value,{Number},,,, +3rd Grade,schoolGradeLevel,SchoolGrade3,value,{Number},,,, +4th Grade,schoolGradeLevel,SchoolGrade4,value,{Number},,,, +5th Grade,schoolGradeLevel,SchoolGrade5,value,{Number},,,, +6th Grade,schoolGradeLevel,SchoolGrade6,value,{Number},,,, +7th Grade,schoolGradeLevel,SchoolGrade7,value,{Number},,,, +8th Grade,schoolGradeLevel,SchoolGrade8,value,{Number},,,, +9th Grade,schoolGradeLevel,SchoolGrade9,value,{Number},,,, +10th Grade,schoolGradeLevel,SchoolGrade10,value,{Number},,,, +11th Grade,schoolGradeLevel,SchoolGrade11,value,{Number},,,, +12th Grade,schoolGradeLevel,SchoolGrade12,value,{Number},,,, +American Indian / Alaskan Native,race,AmericanIndianOrAlaskaNative,,,,,, +Asian,race,Asian,,,,,, +Black or African American,race,BlackOrAfricanAmericanAlone,,,,,, +Hispanic,race,HispanicOrLatino,,,,,, +Multi-Racial,race,TwoOrMoreRaces,,,,,, +Native Hawaiian or other Pacific Islander(not hispanic),race,NativeHawaiianOrOtherPacificIslanderAlone,,,,,, +White,race,WhiteAlone,,,,,, diff --git a/statvar_imports/pennsylvania/pennsylvania_education/run_processing.sh b/statvar_imports/pennsylvania/pennsylvania_education/run_processing.sh new file mode 100755 index 0000000000..a7b5360356 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/run_processing.sh @@ -0,0 +1,46 @@ +#!/bin/bash +set -e + +SCRIPT_PATH=$(realpath "$(dirname "$0")") + +# 1. Educational Attainment (No places_resolved.csv available) +echo "Processing Educational Attainment..." +python3 "$SCRIPT_PATH/../../../tools/statvar_importer/stat_var_processor.py" \ + --input_data="$SCRIPT_PATH/input_files/educational_attainment_by_age_range_and_gender.csv" \ + --pv_map="$SCRIPT_PATH/educational_attainment_by_age_range_and_gender_pvmap.csv" \ + --config_file="$SCRIPT_PATH/common_metadata.csv" \ + --output_path="$SCRIPT_PATH/output_files/educational_attainment_by_age_range_and_gender/educational_attainment_by_age_range_and_gender_output" \ + --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf || { echo "Error: Processing educational_attainment failed!"; exit 1; } + +# 2. Post Secondary Completions (Use specific places_resolved.csv) +echo "Processing Post Secondary Completions..." +python3 "$SCRIPT_PATH/../../../tools/statvar_importer/stat_var_processor.py" \ + --input_data="$SCRIPT_PATH/input_files/post_secondary_completions_total_awards_degrees.csv" \ + --pv_map="$SCRIPT_PATH/post_secondary_completions_total_awards_degrees_pvmap.csv" \ + --config_file="$SCRIPT_PATH/common_metadata.csv" \ + --output_path="$SCRIPT_PATH/output_files/post_secondary_completions_total_awards_degrees/post_secondary_completions_total_awards_degrees_output" \ + --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf \ + --places_resolved_csv="$SCRIPT_PATH/post_secondary_completions_total_awards_degrees_places_resolved.csv" || { echo "Error: Processing post_secondary_completions failed!"; exit 1; } + +# 3. Public School Enrollment (Use specific places_resolved.csv) +echo "Processing Public School Enrollment..." +python3 "$SCRIPT_PATH/../../../tools/statvar_importer/stat_var_processor.py" \ + --input_data="$SCRIPT_PATH/input_files/public_school_enrollment_by_county_grade_and_race.csv" \ + --pv_map="$SCRIPT_PATH/public_school_enrollment_by_county_grade_and_race_pvmap.csv" \ + --config_file="$SCRIPT_PATH/common_metadata.csv" \ + --output_path="$SCRIPT_PATH/output_files/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output" \ + --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf \ + --places_resolved_csv="$SCRIPT_PATH/public_school_enrollment_by_county_grade_and_race_places_resolved.csv" || { echo "Error: Processing public_school_enrollment failed!"; exit 1; } + +# 4. Undergraduate STEM Enrollment (Use specific places_resolved.csv) +echo "Processing Undergraduate STEM Enrollment..." +python3 "$SCRIPT_PATH/../../../tools/statvar_importer/stat_var_processor.py" \ + --input_data="$SCRIPT_PATH/input_files/undergraduate_stem_enrollment.csv" \ + --pv_map="$SCRIPT_PATH/undergraduate_stem_enrollment_pvmap.csv" \ + --config_file="$SCRIPT_PATH/common_metadata.csv" \ + --output_path="$SCRIPT_PATH/output_files/undergraduate_stem_enrollment/undergraduate_stem_enrollment_output" \ + --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf \ + --places_resolved_csv="$SCRIPT_PATH/undergraduate_stem_enrollment_places_resolved.csv" || { echo "Error: Processing undergraduate_stem_enrollment failed!"; exit 1; } + +echo "All processing steps completed successfully." +exit 0 diff --git a/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race.csv b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race.csv new file mode 100644 index 0000000000..48577b4df8 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race.csv @@ -0,0 +1,471 @@ +County Code,County,Race,Pre-Kindergarten Half Day,Pre-Kindergarten Full Day,K4 Half Day,K4 Full Day,K5 Half Day,K5 Full Day,1st Grade,2nd Grade,3rd Grade,4th Grade,5th Grade,6th Grade,7th Grade,8th Grade,9th Grade,10th Grade,11th Grade,12th Grade,Total +01,Adams,American Indian / Alaskan Native,0,0,0,0,0,0,0,,,0,,,,,,,,,18 +01,Adams,Asian,0,0,0,0,0,10,,,,,,,13,10,,11,,10,116 +01,Adams,Black or African American,0,0,0,0,0,16,28,22,31,23,25,30,22,18,23,19,34,22,313 +01,Adams,Hispanic,0,0,0,0,0,149,184,137,162,179,164,160,152,141,142,142,127,110,1949 +01,Adams,Multi-Racial,0,0,0,0,0,36,17,27,27,29,34,17,14,21,19,,15,,273 +01,Adams,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,0,,0,,0,,0,0,,,,13 +01,Adams,White,0,0,0,0,0,769,819,782,819,866,857,824,907,872,881,939,907,905,11147 +02,Allegheny,American Indian / Alaskan Native,0,,0,0,,16,17,18,16,16,19,18,12,16,16,14,14,13,209 +02,Allegheny,Asian,,,0,0,191,350,557,516,512,523,484,444,477,438,454,445,427,437,6267 +02,Allegheny,Black or African American,19,352,0,,37,2404,2370,2437,2523,,2366,2302,2243,2180,2521,2297,2180,2112,30878 +02,Allegheny,Hispanic,,15,0,0,39,223,239,244,254,,228,199,200,198,218,222,167,156,2860 +02,Allegheny,Multi-Racial,,35,0,0,98,615,,692,705,641,580,476,480,416,427,376,321,228,6839 +02,Allegheny,Native Hawaiian or other Pacific Islander(not hispanic),0,,0,0,,,10,,,,,,10,12,12,11,,,114 +02,Allegheny,White,72,149,0,0,2090,4646,6916,7017,7275,7242,7396,7376,7724,7756,7941,8119,8206,8265,98190 +03,Armstrong,American Indian / Alaskan Native,0,0,0,0,0,,,0,,,,,,,,,,,20 +03,Armstrong,Asian,0,0,0,0,0,,,,,,,,,,,,,,32 +03,Armstrong,Black or African American,0,0,0,0,0,,14,,,12,,10,10,10,10,,,15,119 +03,Armstrong,Hispanic,0,0,0,0,0,,,,,,,,,,,,,,56 +03,Armstrong,Multi-Racial,0,0,0,0,0,,,,10,10,,,,,,,,,70 +03,Armstrong,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,,0,0,,0,0,0,0, +03,Armstrong,White,0,0,0,0,45,610,662,630,661,685,702,650,699,711,704,758,760,757,9034 +04,Beaver,American Indian / Alaskan Native,0,19,0,16,0,27,19,10,11,,,,,10,15,12,,,178 +04,Beaver,Asian,0,0,0,0,,14,16,20,17,19,18,23,25,30,,27,32,19,296 +04,Beaver,Black or African American,0,,0,,13,187,228,223,226,255,249,240,285,274,320,293,307,278,3389 +04,Beaver,Hispanic,0,,0,,0,26,28,36,44,29,46,45,54,54,95,80,61,60,660 +04,Beaver,Multi-Racial,0,,0,,,150,134,119,139,109,123,122,135,127,130,102,130,102,1635 +04,Beaver,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,0,,0,0,,0,,,,,,,,22 +04,Beaver,White,20,14,0,17,296,1158,1542,1593,1670,1679,1737,1832,1944,2181,2579,2605,2642,2565,26074 +05,Bedford,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,,0,,0,,,0,0,0,0, +05,Bedford,Asian,0,0,0,0,0,,0,,0,0,,0,0,,0,,,, +05,Bedford,Black or African American,0,0,0,0,0,,,,,,,,,,,,,,59 +05,Bedford,Hispanic,0,0,0,0,0,,,,,,,13,,,,,,,81 +05,Bedford,Multi-Racial,0,0,,0,0,,,,,,14,,,,,,,13,82 +05,Bedford,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,0,0,0,0,,0,,0,, +05,Bedford,White,20,43,45,11,0,424,435,446,467,482,486,458,503,483,517,514,563,553,6450 +06,Berks,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,,,,,,,,58 +06,Berks,Asian,0,0,,0,,55,77,85,71,84,98,85,93,109,93,106,101,87,1151 +06,Berks,Black or African American,0,0,28,0,12,212,236,252,242,264,241,265,262,287,273,349,284,323,3530 +06,Berks,Hispanic,0,0,389,0,33,1617,1711,1807,1720,1752,1702,1636,1608,1497,1611,1722,1240,1308,21353 +06,Berks,Multi-Racial,0,0,,0,22,127,118,132,,118,136,120,114,89,97,88,69,60,1435 +06,Berks,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,,,,,35 +06,Berks,White,0,0,25,0,539,2035,2655,2797,2986,2992,3049,3148,3319,3268,3295,3300,3448,3416,40272 +07,Blair,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,,,,,,,,26 +07,Blair,Asian,,0,0,0,0,,,,13,11,,17,12,,13,,12,,132 +07,Blair,Black or African American,,0,0,0,0,62,61,67,70,53,61,,60,62,56,65,61,53,806 +07,Blair,Hispanic,0,0,0,0,0,21,21,18,22,14,18,27,19,21,21,19,15,24,260 +07,Blair,Multi-Racial,,0,0,,0,22,18,14,11,16,17,13,,,,,,,134 +07,Blair,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,0,,0,,,,,0,0,0,,0,12 +07,Blair,White,131,37,0,56,0,1162,1192,1207,1219,1226,1243,1234,1290,1343,1284,1347,1248,1257,16476 +08,Bradford,American Indian / Alaskan Native,0,0,0,0,0,,0,,,,,,,0,0,,,0,14 +08,Bradford,Asian,0,0,0,0,0,,,,10,,,,,,,,,,60 +08,Bradford,Black or African American,0,0,,0,0,,,,,,,,,,,,,,70 +08,Bradford,Hispanic,0,0,0,0,0,11,12,,,11,,12,,,12,,,,108 +08,Bradford,Multi-Racial,0,0,,0,0,18,,11,,12,,,10,11,,,,,113 +08,Bradford,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,,0,0,0,,0,0,,0,, +08,Bradford,White,30,0,54,0,0,626,592,654,669,738,659,681,704,675,688,694,669,617,8750 +09,Bucks,American Indian / Alaskan Native,0,0,0,0,,,,,,10,,,17,12,,,,,116 +09,Bucks,Asian,0,0,0,0,145,246,377,401,398,387,434,407,410,432,411,393,399,379,5219 +09,Bucks,Black or African American,0,0,0,0,58,217,316,327,327,344,365,345,349,366,404,426,391,367,4602 +09,Bucks,Hispanic,0,0,0,0,161,331,557,502,540,559,544,490,508,499,516,509,404,430,6550 +09,Bucks,Multi-Racial,0,0,0,0,103,191,292,305,309,294,273,217,187,180,140,136,138,101,2866 +09,Bucks,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,,,,,,,,,,,,52 +09,Bucks,White,0,0,0,0,2021,1822,4464,4684,4994,5157,5094,5267,5621,5543,5608,5773,5786,5954,67788 +10,Butler,American Indian / Alaskan Native,0,0,0,0,0,,0,,,0,,,0,,,,,,16 +10,Butler,Asian,0,0,0,0,15,,21,29,32,32,,27,33,27,16,28,28,20,345 +10,Butler,Black or African American,0,0,0,0,19,0,18,20,21,15,16,24,22,23,26,40,36,42,322 +10,Butler,Hispanic,0,0,0,0,24,,25,25,28,,27,22,21,25,20,30,25,21,334 +10,Butler,Multi-Racial,0,0,0,0,45,,46,55,,34,33,26,31,16,29,21,18,11,422 +10,Butler,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,,,0,0,0,0, +10,Butler,White,0,0,0,0,1219,228,1529,1604,1729,1660,1772,1714,1878,1830,1910,1900,1937,1993,22903 +11,Cambria,American Indian / Alaskan Native,0,0,0,,0,,,0,0,0,0,0,0,,0,0,0,0, +11,Cambria,Asian,0,0,0,0,0,,,,,,,,10,12,13,,,11,101 +11,Cambria,Black or African American,0,,,36,0,87,76,95,93,88,59,74,95,74,70,74,90,76,1095 +11,Cambria,Hispanic,,0,,0,0,29,29,,25,21,22,19,16,19,18,,12,,239 +11,Cambria,Multi-Racial,,,,15,0,65,84,78,82,65,55,55,41,40,37,35,28,19,711 +11,Cambria,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,,0,,,0,0,,0,12 +11,Cambria,White,100,23,99,36,0,981,939,999,1054,1090,1086,1124,1133,1114,1182,1196,1204,1180,14540 +12,Cameron,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,,0,0,0,0,0, +12,Cameron,Asian,0,0,0,0,0,0,0,0,0,,0,,0,0,,0,0,0, +12,Cameron,Black or African American,0,0,0,0,0,0,0,0,,0,0,0,0,0,,,,, +12,Cameron,Hispanic,0,0,0,0,0,,0,,,0,,0,,,0,,,,19 +12,Cameron,Multi-Racial,0,0,0,0,0,0,,0,0,,0,,0,,0,0,0,0, +12,Cameron,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +12,Cameron,White,0,0,0,0,0,42,33,41,45,38,37,26,45,40,41,48,52,45,533 +13,Carbon,American Indian / Alaskan Native,0,0,0,0,0,,0,0,0,,,,,,,,,,19 +13,Carbon,Asian,0,0,0,0,,,,,,,,,,,,,,,47 +13,Carbon,Black or African American,0,0,0,0,,14,19,16,24,17,20,24,18,,29,31,26,17,290 +13,Carbon,Hispanic,0,0,0,0,,34,46,41,,35,40,50,35,48,43,58,44,43,587 +13,Carbon,Multi-Racial,0,0,0,0,,10,,19,26,17,14,14,,11,11,12,,,165 +13,Carbon,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,0,0,,,,0,0,,13 +13,Carbon,White,0,0,0,0,172,347,523,551,617,624,587,650,628,626,608,621,608,563,7725 +14,Centre,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,0,,,,,,,26 +14,Centre,Asian,0,0,0,0,0,45,57,57,55,48,63,38,57,50,37,46,46,33,632 +14,Centre,Black or African American,0,0,0,0,0,18,21,24,18,28,18,19,17,21,32,20,14,20,270 +14,Centre,Hispanic,0,0,0,,0,24,27,23,30,30,,28,30,28,20,28,24,23,347 +14,Centre,Multi-Racial,0,0,0,,0,38,54,41,35,42,42,40,,31,19,18,17,23,460 +14,Centre,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,0,,0,0,0,,,,0,,14 +14,Centre,White,0,0,0,31,0,779,832,799,808,884,832,909,878,902,898,948,957,932,11389 +15,Chester,American Indian / Alaskan Native,0,0,0,0,0,,,,,13,,13,,,,,11,,106 +15,Chester,Asian,0,0,0,0,283,178,522,566,501,556,520,551,563,470,479,409,412,384,6394 +15,Chester,Black or African American,0,0,0,0,56,309,419,482,521,482,480,522,606,660,719,692,677,609,7234 +15,Chester,Hispanic,0,0,0,0,190,585,777,801,786,819,804,802,780,709,804,757,699,657,9970 +15,Chester,Multi-Racial,0,0,0,0,136,151,280,235,256,249,212,150,176,154,153,144,123,101,2520 +15,Chester,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,0,,,,,11,,,,,,,0,68 +15,Chester,White,0,0,0,0,1953,1378,3618,3973,4116,4225,4476,4467,4857,5015,5162,5321,5341,5180,59082 +16,Clarion,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,, +16,Clarion,Asian,0,0,0,0,0,,,,,,,,0,,0,,,,23 +16,Clarion,Black or African American,0,0,0,0,0,,,,,,,,,,11,10,10,,83 +16,Clarion,Hispanic,0,0,0,0,0,,,0,,0,,,,,,,,,31 +16,Clarion,Multi-Racial,0,0,0,0,0,,,,,11,,,,,,,,,72 +16,Clarion,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,0,0,0,0,0,0,0,0,0,,0,0, +16,Clarion,White,0,57,0,0,0,415,412,407,417,390,442,363,467,439,378,432,398,442,5459 +17,Clearfield,American Indian / Alaskan Native,0,0,0,0,0,,,,,0,0,,,,,0,,0,19 +17,Clearfield,Asian,0,0,0,0,0,,,,,,,,,,,,,,57 +17,Clearfield,Black or African American,0,0,0,0,0,,,,,,,,,,,,,,60 +17,Clearfield,Hispanic,0,0,0,0,0,,,,16,11,,,13,10,,10,,,111 +17,Clearfield,Multi-Racial,0,0,0,0,0,,11,13,15,23,10,13,14,14,10,,11,,156 +17,Clearfield,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,0,,0,0,,0,0,0,0,0,,, +17,Clearfield,White,0,0,0,0,0,791,794,842,904,874,858,881,915,871,849,864,888,884,11215 +18,Clinton,American Indian / Alaskan Native,0,0,0,0,0,,0,0,0,0,,0,0,0,0,0,0,, +18,Clinton,Asian,0,0,0,0,0,,0,0,,0,,0,,,,,,,21 +18,Clinton,Black or African American,0,,0,0,0,,,,,,,,,,,,,,61 +18,Clinton,Hispanic,0,0,0,0,0,0,,,,,,10,,10,,,,,78 +18,Clinton,Multi-Racial,0,0,0,0,0,13,,,,,,,,,,,,,86 +18,Clinton,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,,0,0,0,0,0,0,0,0,0,, +18,Clinton,White,0,87,0,0,0,283,310,297,333,309,342,329,336,334,309,335,342,346,4292 +19,Columbia,American Indian / Alaskan Native,0,0,0,0,0,,0,0,,0,,,,,,,,,26 +19,Columbia,Asian,0,0,0,0,0,,,,,,10,,12,,,,,10,97 +19,Columbia,Black or African American,0,0,0,0,0,12,11,13,,14,,14,11,13,,20,15,20,162 +19,Columbia,Hispanic,0,0,0,0,0,32,28,29,28,32,28,26,20,26,21,28,20,21,339 +19,Columbia,Multi-Racial,0,0,0,0,0,19,21,21,24,15,11,21,10,16,12,,11,,191 +19,Columbia,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,,0,,0,0,0,,0,0,, +19,Columbia,White,0,28,0,0,0,624,603,592,640,649,668,639,700,761,764,735,752,732,8887 +20,Crawford,American Indian / Alaskan Native,0,0,0,0,0,,0,,,,,,,0,,10,,,37 +20,Crawford,Asian,0,0,0,0,0,,,,,,,0,,,,,,,39 +20,Crawford,Black or African American,0,0,0,0,0,13,13,,14,16,14,19,19,21,19,16,24,,229 +20,Crawford,Hispanic,0,0,0,0,0,,,,12,17,11,,,13,,15,18,,146 +20,Crawford,Multi-Racial,0,0,0,0,0,40,,29,32,25,32,27,23,30,21,16,,14,342 +20,Crawford,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,,,,,,,0,,0,0,, +20,Crawford,White,0,0,0,0,0,499,523,559,564,608,599,564,630,591,654,691,700,637,7819 +21,Cumberland,American Indian / Alaskan Native,0,0,0,0,0,10,,,,,,,,,,,,,63 +21,Cumberland,Asian,0,0,0,0,84,46,120,147,138,118,147,146,142,106,104,120,132,117,1667 +21,Cumberland,Black or African American,0,0,0,0,,108,121,111,,118,102,97,103,107,96,108,102,95,1401 +21,Cumberland,Hispanic,0,0,0,0,39,88,133,121,132,144,143,140,123,124,125,122,116,94,1644 +21,Cumberland,Multi-Racial,0,0,0,0,69,109,165,139,132,144,113,133,94,97,88,74,65,64,1486 +21,Cumberland,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,0,,,0,,,17 +21,Cumberland,White,0,0,0,0,599,1090,1667,1700,1869,1832,1806,1841,1863,1832,1891,1892,1921,1893,23696 +22,Dauphin,American Indian / Alaskan Native,0,0,0,0,,,,,,,,10,,,,,10,,92 +22,Dauphin,Asian,0,0,0,0,116,56,166,153,138,166,165,134,134,159,158,166,170,169,2050 +22,Dauphin,Black or African American,0,0,0,0,225,537,780,826,868,805,781,762,743,782,1012,860,704,760,10445 +22,Dauphin,Hispanic,0,0,0,0,189,336,518,528,581,545,512,514,489,506,608,456,395,378,6555 +22,Dauphin,Multi-Racial,0,0,0,0,87,117,235,216,207,225,215,207,185,191,220,163,183,168,2619 +37,Lawrence,Asian,0,0,0,0,0,,,,,,,,,,,,,,60 +22,Dauphin,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,0,,,,40 +22,Dauphin,White,0,15,0,0,720,663,1495,1499,1670,1674,1675,1803,1901,2003,2408,2293,2169,2175,24163 +23,Delaware,American Indian / Alaskan Native,0,0,0,0,,,15,10,,10,10,,,,,,,,105 +23,Delaware,Asian,0,0,0,0,305,81,416,422,390,396,397,395,444,393,383,391,376,345,5134 +23,Delaware,Black or African American,0,100,0,0,446,1373,1765,1989,1983,1938,1934,1838,1759,1788,1830,1691,1623,1568,23626 +23,Delaware,Hispanic,0,0,0,0,153,144,343,351,311,288,291,241,267,237,225,211,207,204,3473 +23,Delaware,Multi-Racial,0,0,0,0,163,122,293,259,243,245,197,148,128,125,121,109,104,99,2356 +23,Delaware,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,,,,,,,,,50 +23,Delaware,White,0,,0,0,1975,730,2891,2903,3018,3059,3069,3072,3150,3215,3072,3243,3160,,39905 +24,Elk,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,,0,0,0,,0,0, +24,Elk,Asian,0,0,0,0,0,,0,,,,,,,0,,0,,0,12 +24,Elk,Black or African American,0,0,0,0,0,0,,,0,,,,,0,,0,,,17 +24,Elk,Hispanic,0,0,0,0,0,,,,,,,,,,,,,,60 +24,Elk,Multi-Racial,0,,0,0,0,,,,,10,,,,,,,,,73 +24,Elk,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,,0,0,0, +24,Elk,White,0,14,0,0,0,283,177,211,230,272,233,254,249,266,304,276,262,251,3282 +25,Erie,American Indian / Alaskan Native,0,0,0,0,0,,,,,,10,10,,,,,,,93 +25,Erie,Asian,23,17,0,0,0,70,77,64,61,88,56,72,59,71,88,68,81,59,954 +25,Erie,Black or African American,11,67,,0,0,394,445,458,456,455,454,377,345,363,,434,309,273,5319 +25,Erie,Hispanic,,22,0,0,0,169,207,,222,219,208,178,152,162,180,190,147,125,2417 +25,Erie,Multi-Racial,,22,,0,0,160,105,93,93,93,73,85,130,94,89,94,58,57,1256 +25,Erie,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,0,,,,,,,,0,20 +25,Erie,White,176,133,44,0,0,1959,1952,2060,2219,2233,2204,2118,2174,2205,2329,2308,2310,2301,28725 +26,Fayette,American Indian / Alaskan Native,0,0,0,0,0,0,,,,,,,0,,,,,,18 +26,Fayette,Asian,0,0,0,0,0,,,,0,,,,,,,,,,51 +26,Fayette,Black or African American,0,0,0,0,0,84,50,96,69,61,77,95,71,95,95,87,82,82,1044 +26,Fayette,Hispanic,0,0,0,0,0,21,25,12,22,12,10,13,,11,15,13,,,176 +26,Fayette,Multi-Racial,,0,0,0,0,94,84,74,63,65,47,47,33,37,46,20,31,,651 +26,Fayette,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,0,,,,0,,,,,,,30 +26,Fayette,White,58,0,0,0,0,1064,1024,1056,1070,1089,1089,1122,1145,1184,1203,1215,1099,1098,14516 +27,Forest,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,,0,,,0,,0, +27,Forest,Asian,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +27,Forest,Black or African American,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,, +27,Forest,Hispanic,0,,0,0,0,0,0,,,,,,0,,,,0,0,11 +27,Forest,Multi-Racial,0,0,0,0,0,0,0,0,0,,0,0,0,0,0,,,0, +27,Forest,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +27,Forest,White,0,25,0,0,0,23,30,25,38,33,38,37,20,27,35,38,36,43,448 +37,Lawrence,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,0,, +28,Franklin,American Indian / Alaskan Native,0,0,0,0,0,0,,0,,0,,,,,,,,,37 +28,Franklin,Asian,0,0,0,0,,,10,,14,17,13,19,17,15,20,17,13,23,196 +28,Franklin,Black or African American,0,0,0,0,,59,69,72,66,79,62,,82,81,79,92,83,88,1015 +28,Franklin,Hispanic,0,0,0,0,,163,187,198,,203,169,175,157,150,150,137,132,162,2204 +28,Franklin,Multi-Racial,0,0,0,0,13,75,83,81,85,105,89,73,46,51,33,44,58,59,895 +28,Franklin,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,0,,,,0,0,0,,16 +28,Franklin,White,0,0,0,0,178,890,1127,1144,1271,1248,1220,1165,1157,1141,1150,1244,1181,1297,15413 +29,Fulton,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,,,0,0,,0,0, +29,Fulton,Asian,0,0,0,0,0,0,0,,0,,,0,,,,0,0,, +29,Fulton,Black or African American,0,0,0,0,0,0,,,,,,,,,,,,,23 +29,Fulton,Hispanic,0,0,0,,0,,,,,,,,,0,,0,0,,28 +29,Fulton,Multi-Racial,0,0,0,,0,,,,,,,,,0,,0,0,0,29 +29,Fulton,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,0,0,0,0,0,,0,,0, +29,Fulton,White,0,0,0,74,0,136,150,149,141,158,154,162,113,153,167,144,151,158,2010 +30,Greene,American Indian / Alaskan Native,0,0,0,0,0,0,0,,,,0,,,,,0,0,, +30,Greene,Asian,0,0,0,0,0,0,,0,,,0,,,,,,,,18 +30,Greene,Black or African American,0,,0,0,0,,,0,,,,,,,,,,,50 +30,Greene,Hispanic,0,0,0,0,0,,0,,,,,,,,,,,,28 +30,Greene,Multi-Racial,0,,0,0,0,,,,,,,,,0,,,,,48 +30,Greene,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,0,0,0,0,0,0,0,0,0, +30,Greene,White,0,53,0,0,0,357,350,341,377,350,367,353,359,385,368,386,339,357,4742 +31,Huntingdon,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,,0,0,0,0,0, +37,Lawrence,White,0,77,29,0,0,722,737,701,756,761,771,788,838,835,821,810,878,807,10331 +31,Huntingdon,Asian,0,0,0,0,0,0,0,0,,,,,,,,0,,,15 +31,Huntingdon,Black or African American,0,0,0,0,0,,,12,,,,11,,,10,21,14,14,139 +31,Huntingdon,Hispanic,0,0,0,0,0,,,,,,,,,,,,,0,67 +31,Huntingdon,Multi-Racial,0,0,0,0,0,,,16,14,10,,,,,,10,,14,120 +31,Huntingdon,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,,0,,0,0,,0,0,0, +31,Huntingdon,White,0,0,0,0,0,346,352,382,415,387,407,402,362,410,472,425,424,420,5204 +32,Indiana,American Indian / Alaskan Native,0,0,0,0,0,0,0,,0,0,0,0,,,0,0,,0, +32,Indiana,Asian,,,0,0,0,,17,15,16,,,14,17,12,11,16,17,16,173 +32,Indiana,Black or African American,0,,0,0,0,25,12,25,11,20,16,17,13,,18,,16,16,209 +32,Indiana,Hispanic,0,,0,0,0,,11,,,,,,,,,,,,83 +32,Indiana,Multi-Racial,0,,0,0,0,12,11,13,12,13,10,14,13,12,,,,,136 +32,Indiana,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,,,,,,,0,0,,10 +32,Indiana,White,97,99,0,0,0,635,644,627,647,665,646,662,707,708,711,689,705,658,8900 +33,Jefferson,American Indian / Alaskan Native,0,0,0,0,0,0,,,0,0,0,0,,,,,,0,10 +33,Jefferson,Asian,0,0,0,0,0,,,,,,0,,,,0,,0,0,18 +33,Jefferson,Black or African American,0,0,0,0,0,,,0,,0,0,,0,,,,,,24 +33,Jefferson,Hispanic,0,0,0,0,0,,,,,,,,,,,,,,54 +33,Jefferson,Multi-Racial,0,0,0,0,0,,,,,,,,,,,,,,51 +33,Jefferson,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +33,Jefferson,White,0,0,0,0,0,340,345,300,371,356,333,342,377,392,452,428,387,415,4838 +34,Juniata,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,0,0,, +34,Juniata,Asian,0,0,0,0,0,0,0,0,0,,,,,,,,,,12 +34,Juniata,Black or African American,0,0,0,0,0,,,,,,,,,,,,0,,40 +34,Juniata,Hispanic,0,0,0,0,0,21,20,20,22,20,21,18,20,21,,16,,14,231 +34,Juniata,Multi-Racial,0,0,0,0,0,,,,,0,,0,,,,0,0,0,15 +34,Juniata,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,,0,0,0,0,0,0,0,0, +34,Juniata,White,0,0,0,0,0,167,186,160,199,173,179,206,207,202,264,199,203,208,2553 +35,Lackawanna,American Indian / Alaskan Native,,0,0,0,,,,,,,,,,,,,,,47 +35,Lackawanna,Asian,49,0,0,0,,64,65,78,70,78,62,66,68,59,63,56,74,,942 +35,Lackawanna,Black or African American,27,,0,0,,118,104,118,120,126,133,141,117,110,124,132,147,116,1642 +35,Lackawanna,Hispanic,107,,0,0,,311,326,385,341,331,303,280,278,255,222,244,223,188,3805 +35,Lackawanna,Multi-Racial,25,,0,0,,103,94,113,83,103,105,68,58,43,34,25,34,25,920 +35,Lackawanna,Native Hawaiian or other Pacific Islander(not hispanic),,0,0,0,,,,,,,,11,12,11,10,,12,11,112 +35,Lackawanna,White,233,46,0,0,183,1276,1499,1405,1601,1624,1583,1603,1671,1630,1549,1690,1567,1642,20802 +36,Lancaster,American Indian / Alaskan Native,0,0,0,0,,,,,,,,,,,12,,,11,89 +36,Lancaster,Asian,0,28,0,0,50,109,162,162,154,172,174,175,178,189,197,185,191,178,2304 +36,Lancaster,Black or African American,0,55,0,0,53,201,244,243,282,295,307,285,314,310,345,362,297,298,3891 +36,Lancaster,Hispanic,,255,0,0,185,805,1011,1050,,1063,994,952,1003,914,1019,1042,863,750,13023 +36,Lancaster,Multi-Racial,,18,0,0,70,162,229,,237,226,217,186,164,137,162,107,103,98,2365 +36,Lancaster,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,,,,,42 +36,Lancaster,White,20,25,0,0,1770,1333,3308,3418,3422,3515,3514,3451,3625,3591,3618,3765,3810,3702,45887 +37,Lawrence,American Indian / Alaskan Native,0,0,0,0,0,,,0,,0,0,,0,,,0,,0, +37,Lawrence,Black or African American,0,,,0,0,71,63,81,66,49,85,83,79,74,83,69,84,63,958 +37,Lawrence,Hispanic,0,0,0,0,0,13,21,19,20,14,12,13,10,12,11,14,14,10,183 +37,Lawrence,Multi-Racial,0,14,0,0,0,72,66,57,47,51,24,19,29,19,12,22,23,21,476 +38,Lebanon,American Indian / Alaskan Native,0,0,0,0,,0,,,,,,,0,,,,0,0,21 +38,Lebanon,Asian,0,0,0,,12,,11,24,21,23,24,20,19,28,32,27,19,17,284 +38,Lebanon,Black or African American,0,0,0,,26,17,45,38,47,43,36,49,49,46,46,,51,47,602 +38,Lebanon,Hispanic,0,0,0,220,33,265,311,350,299,314,298,316,315,311,317,313,246,223,4131 +38,Lebanon,Multi-Racial,0,0,0,12,20,32,47,33,21,40,17,24,27,23,20,23,11,14,364 +38,Lebanon,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,,,0,0,,,,,,,18 +38,Lebanon,White,0,0,0,75,859,198,1023,1045,1066,1112,1115,1144,1068,1058,1120,1102,1056,1063,14104 +39,Lehigh,American Indian / Alaskan Native,0,0,0,0,,,,,,13,10,,,,,,,,91 +39,Lehigh,Asian,0,0,0,0,41,90,148,164,155,155,151,198,178,185,187,184,162,193,2191 +39,Lehigh,Black or African American,0,0,0,0,29,231,345,331,354,363,329,314,344,346,422,357,334,313,4412 +39,Lehigh,Hispanic,0,0,0,0,176,1178,1436,1463,1498,1505,1409,1368,1403,1325,1812,1404,1226,1163,18366 +39,Lehigh,Multi-Racial,0,0,0,0,50,84,142,161,246,226,193,163,103,102,61,66,73,62,1732 +39,Lehigh,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,,,,,52 +39,Lehigh,White,0,0,0,0,705,841,1698,1711,1809,1911,1921,1983,2083,2153,2095,2151,2132,2217,25410 +40,Luzerne,American Indian / Alaskan Native,0,0,0,0,,0,,,,,,,,,,,,,62 +40,Luzerne,Asian,0,0,0,0,,22,29,31,42,35,38,36,,38,40,37,41,33,481 +40,Luzerne,Black or African American,0,0,0,0,21,158,209,221,227,212,188,215,226,208,203,224,190,187,2689 +40,Luzerne,Hispanic,0,0,0,0,482,299,838,780,781,769,735,700,714,606,733,643,610,582,9272 +40,Luzerne,Multi-Racial,0,0,0,0,19,106,141,110,122,96,90,86,87,59,39,37,36,24,1052 +40,Luzerne,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,0,,,,,0,,0,17 +40,Luzerne,White,0,0,0,0,437,1424,1971,2082,2086,2222,2112,2250,2348,2349,2313,2333,2305,2346,28578 +41,Lycoming,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,,,,,,,,32 +41,Lycoming,Asian,,0,0,0,0,,13,,12,11,14,,18,11,12,,,10,138 +41,Lycoming,Black or African American,0,0,0,0,0,79,63,79,69,79,85,66,88,83,85,74,56,73,979 +41,Lycoming,Hispanic,,0,0,0,0,26,33,29,35,25,27,,25,34,27,27,28,24,383 +57,Sullivan,White,0,0,0,0,0,54,48,52,33,54,42,45,38,52,34,48,41,52,593 +41,Lycoming,Multi-Racial,,,0,,0,97,90,82,102,97,83,70,63,61,72,59,58,37,975 +41,Lycoming,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,,,,,,,0,,,,23 +41,Lycoming,White,44,,0,54,0,903,974,942,1011,1049,1053,1011,,1042,1061,1025,1027,966,13248 +42,McKean,American Indian / Alaskan Native,0,,0,0,0,0,,,0,,,,,,,,0,,19 +42,McKean,Asian,0,,0,0,0,,,,,,,0,,,,,,,24 +42,McKean,Black or African American,0,,0,0,0,,,,,,,,,,10,11,,,55 +42,McKean,Hispanic,0,,0,0,0,,,,,,,17,,,,,,,99 +42,McKean,Multi-Racial,0,,,0,0,,,10,,,,,,,,,,,68 +42,McKean,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,,0,,,,0,0,0,0,0,, +42,McKean,White,0,135,20,0,0,412,406,419,434,426,456,442,419,463,464,469,435,451,5851 +43,Mercer,American Indian / Alaskan Native,0,0,0,0,,0,,0,0,,,,,,,,,0,17 +43,Mercer,Asian,0,0,0,0,,,,,10,,,,12,10,16,19,14,23,139 +43,Mercer,Black or African American,0,0,0,0,,97,99,88,98,105,108,94,129,126,138,144,,170,1581 +43,Mercer,Hispanic,0,0,0,0,0,20,13,16,14,15,22,11,16,15,28,30,22,23,245 +43,Mercer,Multi-Racial,0,0,0,0,,65,64,54,49,69,47,38,39,36,36,29,29,,566 +43,Mercer,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,,,,,,0,0,,0,,0,10 +43,Mercer,White,0,0,0,0,124,680,824,904,918,889,972,949,1059,977,1052,1044,1122,1078,12592 +44,Mifflin,American Indian / Alaskan Native,0,0,0,0,0,0,,0,0,,,0,0,,0,,0,0, +44,Mifflin,Asian,0,0,0,0,0,,,,,0,0,,,,,,,,17 +44,Mifflin,Black or African American,0,0,0,0,0,,,,,,,14,,,,10,,,96 +44,Mifflin,Hispanic,0,0,0,0,0,11,15,25,13,22,15,11,17,12,10,,,,171 +44,Mifflin,Multi-Racial,0,0,0,0,0,,14,,,,12,,,,,,12,,96 +44,Mifflin,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,,0,0,0,0,0,0,0,0,0,0, +44,Mifflin,White,0,0,0,0,0,299,293,336,362,337,342,353,360,389,370,393,406,353,4593 +45,Monroe,American Indian / Alaskan Native,0,0,0,0,,,,,,,,,,,,,,,90 +45,Monroe,Asian,0,0,0,0,,37,32,34,43,49,41,52,43,,54,56,45,50,598 +45,Monroe,Black or African American,0,0,0,0,10,234,252,294,344,383,394,419,410,453,465,492,512,529,5191 +45,Monroe,Hispanic,0,0,0,0,28,355,411,414,477,444,410,397,439,434,483,472,448,501,5713 +45,Monroe,Multi-Racial,0,0,0,0,17,49,89,58,43,42,34,38,26,19,16,18,16,27,492 +45,Monroe,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,19,15,,,83 +45,Monroe,White,0,0,0,0,183,656,866,938,940,971,984,1061,1040,1138,1110,1222,1213,1208,13530 +46,Montgomery,American Indian / Alaskan Native,0,0,0,0,,,11,,15,10,11,10,15,14,12,11,13,13,157 +46,Montgomery,Asian,,0,0,0,429,230,762,777,731,,730,764,746,688,735,766,758,674,9619 +46,Montgomery,Black or African American,15,13,0,0,183,712,967,980,1103,1050,1071,1036,1104,1084,1258,1158,1123,1191,14048 +46,Montgomery,Hispanic,11,,0,0,229,564,,804,,817,777,711,681,642,714,611,539,508,9271 +46,Montgomery,Multi-Racial,,,0,0,209,281,500,521,490,449,464,363,364,289,279,222,229,196,4861 +46,Montgomery,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,10,13,,,,,,17,10,108 +46,Montgomery,White,54,10,0,0,2304,2266,5092,5368,5446,5430,5492,5637,5664,5603,5654,5835,5679,5888,71422 +47,Montour,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,, +47,Montour,Asian,0,0,0,0,0,,10,12,12,,,,,,,,,,80 +47,Montour,Black or African American,0,0,0,0,0,,,,,,,,,,13,18,15,17,100 +47,Montour,Hispanic,0,0,0,0,0,,,,,,,,,,,,,10,86 +47,Montour,Multi-Racial,0,0,0,0,0,,,,,,,,,,,,10,,65 +47,Montour,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,0,,0,0,0,0,0,0,, +47,Montour,White,0,0,0,0,0,174,157,141,142,151,161,165,174,180,150,153,130,144,2022 +48,Northampton,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,,,,,,0,,51 +48,Northampton,Asian,,,0,0,22,53,96,108,101,104,121,101,145,131,108,124,113,106,1438 +48,Northampton,Black or African American,,,0,0,31,193,238,261,286,281,299,302,322,293,370,376,348,334,3939 +48,Northampton,Hispanic,,64,0,0,56,727,768,732,757,840,811,786,800,809,,797,710,685,10191 +48,Northampton,Multi-Racial,0,0,0,0,23,122,141,122,161,129,138,127,130,99,75,67,61,55,1450 +48,Northampton,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,,,,,42 +48,Northampton,White,16,,0,0,228,1563,1788,1886,1950,2095,2075,2082,2193,2305,2362,,2300,2372,27716 +49,Northumberland,American Indian / Alaskan Native,0,0,0,0,0,,0,0,0,0,,,0,,,,0,,11 +49,Northumberland,Asian,0,0,,0,0,,,,,,,,,,,,,,47 +49,Northumberland,Black or African American,0,0,0,0,0,13,25,14,14,20,16,19,24,27,23,24,20,24,263 +49,Northumberland,Hispanic,0,0,,0,0,70,64,57,65,59,51,,50,60,48,46,25,35,706 +49,Northumberland,Multi-Racial,0,0,0,0,0,43,30,32,37,33,24,25,25,23,12,13,10,12,319 +49,Northumberland,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,,0,,0,0,0,0,,0,0,0, +49,Northumberland,White,0,0,35,0,0,773,713,779,774,738,821,770,766,772,856,745,757,721,10020 +50,Perry,American Indian / Alaskan Native,0,0,0,0,0,0,,,0,,,,0,,0,,0,,14 +50,Perry,Asian,0,0,0,0,0,,,0,0,0,,0,,0,,,0,, +50,Perry,Black or African American,0,0,0,0,0,,,,,,,,,,12,22,20,26,105 +50,Perry,Hispanic,0,0,0,0,0,18,19,11,17,12,12,,13,,18,11,,16,173 +50,Perry,Multi-Racial,0,,0,0,0,19,11,10,13,,15,10,,,,,,,118 +50,Perry,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,,,,0,0,0,0,,0,0, +50,Perry,White,0,50,0,0,0,483,396,426,449,474,451,458,438,428,449,440,397,460,5799 +51,Philadelphia,American Indian / Alaskan Native,0,,0,0,0,24,37,32,,36,30,22,26,17,28,20,12,19,363 +51,Philadelphia,Asian,0,212,0,,0,907,972,982,1029,973,974,958,925,953,,1062,1017,937,12973 +51,Philadelphia,Black or African American,0,1174,0,57,0,8458,8795,8855,8775,8608,8154,7897,7959,7794,8916,8026,7423,7008,107899 +51,Philadelphia,Hispanic,0,104,0,,0,2879,3075,3236,3235,3089,3104,3030,2990,2942,,2944,2578,2376,38879 +51,Philadelphia,Multi-Racial,0,386,0,0,0,996,1443,1133,1135,1260,1008,986,790,546,478,557,393,322,11433 +51,Philadelphia,Native Hawaiian or other Pacific Islander(not hispanic),0,,0,,0,24,27,16,,11,,,,,,,,,120 +51,Philadelphia,White,0,185,0,,0,2264,2293,2284,,2211,2190,2040,2017,1946,2096,1932,1797,1735,27366 +52,Pike,American Indian / Alaskan Native,0,0,0,0,0,0,,,0,,0,,,,,,,,27 +52,Pike,Asian,,0,0,0,0,,,,,,10,10,,16,,13,11,11,124 +52,Pike,Black or African American,,0,0,0,0,,11,,10,,,13,13,14,12,14,12,21,146 +52,Pike,Hispanic,,,0,0,0,35,40,55,49,53,57,48,53,44,70,63,49,52,673 +52,Pike,Multi-Racial,0,0,0,0,0,19,15,14,18,21,,10,,12,10,10,17,12,187 +52,Pike,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,,0,0,,,0,0,,0, +52,Pike,White,56,,0,0,0,395,424,456,414,473,494,460,542,547,523,551,,568,6490 +53,Potter,American Indian / Alaskan Native,0,0,0,0,0,,0,0,0,0,0,0,0,0,,0,0,0, +53,Potter,Asian,0,0,0,,0,0,0,0,,0,0,,0,,0,0,,,11 +53,Potter,Black or African American,0,0,0,0,0,0,0,,0,,0,,,,,,,,18 +53,Potter,Hispanic,0,0,0,,0,,,,,,,,,,,,,,29 +53,Potter,Multi-Racial,0,0,0,,0,,,,,0,,,,,,0,,,30 +53,Potter,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +53,Potter,White,28,0,0,71,0,168,174,146,146,150,161,164,159,166,165,183,167,163,2211 +54,Schuylkill,American Indian / Alaskan Native,0,0,0,0,0,,,,0,,,,,0,,,,,22 +54,Schuylkill,Asian,0,0,0,0,0,,,,12,,,,10,,12,,10,,105 +54,Schuylkill,Black or African American,0,,0,0,,31,29,34,46,43,35,43,41,38,40,55,35,31,505 +54,Schuylkill,Hispanic,0,32,0,0,,93,86,99,92,90,,80,94,70,83,76,66,64,1133 +54,Schuylkill,Multi-Racial,0,,,0,,27,29,27,26,24,20,21,26,16,23,16,,,276 +54,Schuylkill,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,0,,,,,,,0,,,,17 +54,Schuylkill,White,0,30,37,0,152,1058,1089,1137,1261,1223,1307,1283,1289,1351,1261,1264,1316,1216,16274 +55,Snyder,American Indian / Alaskan Native,0,0,0,0,0,0,,0,,,,,0,,0,0,,0,11 +55,Snyder,Asian,0,0,0,0,0,,,,,,,,,,,,,,46 +55,Snyder,Black or African American,0,0,0,0,0,,,,,,,,,,,,,,79 +55,Snyder,Hispanic,0,0,0,0,0,,13,,12,,11,,20,12,10,,,11,133 +55,Snyder,Multi-Racial,0,0,0,0,0,10,,,14,13,,12,,,,,,,95 +55,Snyder,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +55,Snyder,White,0,0,0,0,0,293,331,320,306,337,400,354,364,374,373,364,325,327,4468 +56,Somerset,American Indian / Alaskan Native,0,0,0,0,0,,0,0,,0,,0,,0,0,,,,11 +56,Somerset,Asian,0,0,0,0,0,,0,,0,,,,,,,,,,48 +56,Somerset,Black or African American,0,0,0,,0,,,,,,,,,,,,,,64 +56,Somerset,Hispanic,0,,0,,0,,,11,16,,10,,,,,10,,,106 +56,Somerset,Multi-Racial,,,0,,0,13,12,,,13,,,,12,,,,,99 +56,Somerset,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,,,,,,, +56,Somerset,White,47,54,0,92,0,569,565,633,594,652,614,624,666,706,674,769,720,711,8690 +57,Sullivan,American Indian / Alaskan Native,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +57,Sullivan,Asian,0,0,0,0,0,0,0,0,0,0,0,,,,,0,,0, +57,Sullivan,Black or African American,0,0,0,0,0,,0,,0,0,,,0,,,,0,,12 +57,Sullivan,Hispanic,0,0,0,0,0,,,0,0,,0,0,,,,,0,0, +57,Sullivan,Multi-Racial,0,0,0,0,0,0,,0,0,,0,0,0,0,,,0,, +57,Sullivan,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +58,Susquehanna,American Indian / Alaskan Native,0,0,0,0,0,0,0,,0,,,,,,,,0,,13 +58,Susquehanna,Asian,0,,0,0,0,,,,,,,,0,0,,,,,27 +58,Susquehanna,Black or African American,0,0,,0,0,,,,,,,,,,,,,,74 +58,Susquehanna,Hispanic,0,,,0,0,11,14,10,,15,,12,,12,12,12,16,10,148 +58,Susquehanna,Multi-Racial,0,,,0,0,,,,,,,,,,,,,,58 +58,Susquehanna,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,0,0,0,0,,,,,0,,0,0, +58,Susquehanna,White,0,26,113,24,0,424,408,438,415,413,421,444,433,457,424,465,469,428,5802 +59,Tioga,American Indian / Alaskan Native,0,0,0,0,0,,0,,,,0,,,0,,,0,,15 +59,Tioga,Asian,0,0,0,0,0,,,0,,,0,,,,,,,0,27 +59,Tioga,Black or African American,0,0,0,0,0,,,,,,,,,,,,,,48 +59,Tioga,Hispanic,0,,0,0,0,10,,,,,,,,,,,,,73 +59,Tioga,Multi-Racial,0,,0,0,0,11,,10,10,,,,,,,,,,79 +59,Tioga,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,,0,0,0,,0,0,0,0,0,0,0, +59,Tioga,White,0,56,0,0,0,415,403,366,421,379,368,371,392,401,421,455,374,396,5218 +60,Union,American Indian / Alaskan Native,0,0,0,0,0,0,,0,0,0,,0,,,,0,,0, +60,Union,Asian,,0,0,0,0,,,,,,10,,10,11,,,,,93 +60,Union,Black or African American,0,0,0,0,0,10,12,10,12,,10,,10,18,,,13,13,140 +60,Union,Hispanic,,0,0,0,0,13,16,11,,20,12,22,13,10,15,12,11,12,177 +60,Union,Multi-Racial,0,0,0,0,0,13,17,13,17,13,,10,,,,,,,113 +60,Union,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,,0,0,0,0,0,0,0,0,0,0,0,0, +60,Union,White,16,0,0,0,0,273,241,230,245,238,246,284,325,269,294,301,278,283,3523 +61,Venango,American Indian / Alaskan Native,0,0,,0,0,0,0,,,0,0,,0,,,,0,,16 +61,Venango,Asian,0,0,0,0,0,,0,0,,,,,,,,,,,48 +61,Venango,Black or African American,0,0,,0,,10,12,,12,18,15,12,,16,11,11,12,19,165 +61,Venango,Hispanic,0,0,,0,0,14,12,10,,,,10,,,12,,,,118 +61,Venango,Multi-Racial,0,0,,0,0,16,19,30,17,12,12,,,,,,,,151 +61,Venango,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,,,0,,,,0,,0,,12 +61,Venango,White,0,0,122,0,,560,557,589,560,563,576,560,566,529,,596,593,575,7559 +62,Warren,American Indian / Alaskan Native,0,0,0,0,0,0,0,,0,,0,,0,,0,,0,0, +62,Warren,Asian,0,0,0,0,0,,0,0,,,0,,0,,0,,0,0, +62,Warren,Black or African American,0,0,0,0,0,,,,,,,,,,,,,,34 +62,Warren,Hispanic,0,0,0,0,0,,,,,,,,,,,,,,53 +62,Warren,Multi-Racial,0,0,0,0,0,,,,10,,,,,,,,,,70 +62,Warren,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,0,0,0,,0,0,0,0,,0, +62,Warren,White,0,0,0,0,0,331,287,337,315,324,314,328,356,376,374,398,392,394,4526 +63,Washington,American Indian / Alaskan Native,0,0,0,0,0,0,0,,,,,,,,,,,,31 +63,Washington,Asian,0,0,0,0,12,,,17,24,17,16,20,19,32,19,26,24,24,267 +63,Washington,Black or African American,0,0,0,0,,55,56,76,84,74,77,75,64,81,105,,84,95,1066 +63,Washington,Hispanic,0,0,0,0,,30,,42,35,39,44,43,41,28,31,37,45,26,496 +63,Washington,Multi-Racial,0,0,0,0,22,113,132,139,116,101,104,109,85,81,67,48,36,36,1189 +63,Washington,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,0,0,,,,0,,,,,,,,23 +63,Washington,White,0,0,0,0,561,1146,1702,1714,1771,1830,1838,1839,1862,1936,1981,1971,1958,1869,23978 +64,Wayne,American Indian / Alaskan Native,0,0,0,0,0,0,0,,,0,0,0,0,0,,,0,0, +64,Wayne,Asian,,0,0,0,0,,,,,,,,,,,,0,0,25 +64,Wayne,Black or African American,0,0,0,0,0,,,,,,,,,,,10,11,,57 +64,Wayne,Hispanic,,0,0,0,0,26,18,,22,16,16,17,,12,,11,12,16,193 +64,Wayne,Multi-Racial,,0,0,0,0,,10,,11,12,,,10,,,,,,97 +64,Wayne,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,,0,0,,0,0,,0,0,0, +64,Wayne,White,85,0,0,0,0,284,251,288,272,311,293,285,323,353,365,329,336,334,4109 +65,Westmoreland,American Indian / Alaskan Native,0,0,0,0,0,,,,,,,0,,,,,,,47 +65,Westmoreland,Asian,0,0,0,0,,18,39,49,31,38,50,57,46,50,50,,62,50,607 +65,Westmoreland,Black or African American,0,27,0,0,10,146,154,144,165,170,138,140,149,145,155,141,130,140,1954 +65,Westmoreland,Hispanic,0,,0,,,47,56,50,48,55,52,41,45,43,44,45,36,39,607 +65,Westmoreland,Multi-Racial,0,,0,0,13,147,158,,143,125,140,150,119,102,100,90,70,76,1598 +65,Westmoreland,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,,,,,,,,,0,0,,,26 +65,Westmoreland,White,0,25,0,109,467,2442,2864,3007,3115,3184,3205,3132,3344,3328,3451,3406,3451,3581,42111 +66,Wyoming,American Indian / Alaskan Native,0,0,0,0,0,0,0,,0,0,,0,0,,,0,,, +66,Wyoming,Asian,0,0,0,0,0,0,0,,0,,,0,,0,,,,, +66,Wyoming,Black or African American,0,0,0,0,0,,,,0,,,,,,,,0,,29 +66,Wyoming,Hispanic,0,0,0,0,0,,,,,,,,,,,,,0,38 +66,Wyoming,Multi-Racial,0,0,0,0,0,,,,,11,,10,,,,,,,65 +66,Wyoming,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,0,0,,0,,0,,0,,,0,0,0,, +66,Wyoming,White,0,0,0,0,0,214,232,208,226,274,239,274,258,250,254,246,262,283,3220 +67,York,American Indian / Alaskan Native,0,0,0,0,,,12,,,12,,11,,,,,10,,119 +67,York,Asian,0,0,0,0,21,42,89,85,78,80,95,86,117,78,84,108,103,100,1166 +67,York,Black or African American,0,0,0,0,52,338,377,403,452,424,481,482,470,458,495,492,410,413,5747 +67,York,Hispanic,,0,0,0,112,487,560,610,600,,617,588,574,544,,575,458,477,7462 +67,York,Multi-Racial,,0,0,0,69,186,280,314,,282,265,224,205,205,244,171,137,148,3058 +67,York,Native Hawaiian or other Pacific Islander(not hispanic),0,0,0,0,,,0,,,,,,,,,,,,49 +67,York,White,20,,0,0,1475,2124,3629,3803,3923,3943,3845,4008,4152,4032,,4077,3913,3779,50938 +00,Statewide,Total,1693,4662,1100,1064,27837,93310,125561,128606,132716,133466,132008,131033,134294,133340,139638,137985,132980,131219,1722514 diff --git a/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.csv b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.csv new file mode 100644 index 0000000000..e626e6245a --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.csv @@ -0,0 +1,5989 @@ +observationAbout,observationDate,value,variableMeasured +dcid:geoId/42001,2017,0,dcid:Count_Student_AmericanIndianOrAlaskaNative_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_AmericanIndianOrAlaskaNative_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_AmericanIndianOrAlaskaNative_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_AmericanIndianOrAlaskaNative_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_5Years_AmericanIndianOrAlaskaNative_HalfDay_Kindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_5Years_AmericanIndianOrAlaskaNative_FullDay_Kindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_AmericanIndianOrAlaskaNative_SchoolGrade1 +dcid:geoId/42001,2017,0,dcid:Count_Student_AmericanIndianOrAlaskaNative_SchoolGrade4 +dcid:geoId/42001,2017,0,dcid:Count_Student_Asian_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_Asian_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_Asian_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_Asian_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_5Years_Asian_HalfDay_Kindergarten +dcid:geoId/42001,2017,10,dcid:Count_Student_5Years_Asian_FullDay_Kindergarten +dcid:geoId/42001,2017,13,dcid:Count_Student_Asian_SchoolGrade7 +dcid:geoId/42001,2017,10,dcid:Count_Student_Asian_SchoolGrade8 +dcid:geoId/42001,2017,11,dcid:Count_Student_Asian_SchoolGrade10 +dcid:geoId/42001,2017,10,dcid:Count_Student_Asian_SchoolGrade12 +dcid:geoId/42001,2017,0,dcid:Count_Student_BlackOrAfricanAmericanAlone_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_BlackOrAfricanAmericanAlone_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_BlackOrAfricanAmericanAlone_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_BlackOrAfricanAmericanAlone_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_5Years_BlackOrAfricanAmericanAlone_HalfDay_Kindergarten +dcid:geoId/42001,2017,16,dcid:Count_Student_5Years_BlackOrAfricanAmericanAlone_FullDay_Kindergarten +dcid:geoId/42001,2017,28,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade1 +dcid:geoId/42001,2017,22,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade2 +dcid:geoId/42001,2017,31,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade3 +dcid:geoId/42001,2017,23,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade4 +dcid:geoId/42001,2017,25,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade5 +dcid:geoId/42001,2017,30,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade6 +dcid:geoId/42001,2017,22,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade7 +dcid:geoId/42001,2017,18,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade8 +dcid:geoId/42001,2017,23,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade9 +dcid:geoId/42001,2017,19,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade10 +dcid:geoId/42001,2017,34,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade11 +dcid:geoId/42001,2017,22,dcid:Count_Student_BlackOrAfricanAmericanAlone_SchoolGrade12 +dcid:geoId/42001,2017,0,dcid:Count_Student_HispanicOrLatino_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_HispanicOrLatino_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_HispanicOrLatino_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_HispanicOrLatino_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_5Years_HispanicOrLatino_HalfDay_Kindergarten +dcid:geoId/42001,2017,149,dcid:Count_Student_5Years_HispanicOrLatino_FullDay_Kindergarten +dcid:geoId/42001,2017,184,dcid:Count_Student_HispanicOrLatino_SchoolGrade1 +dcid:geoId/42001,2017,137,dcid:Count_Student_HispanicOrLatino_SchoolGrade2 +dcid:geoId/42001,2017,162,dcid:Count_Student_HispanicOrLatino_SchoolGrade3 +dcid:geoId/42001,2017,179,dcid:Count_Student_HispanicOrLatino_SchoolGrade4 +dcid:geoId/42001,2017,164,dcid:Count_Student_HispanicOrLatino_SchoolGrade5 +dcid:geoId/42001,2017,160,dcid:Count_Student_HispanicOrLatino_SchoolGrade6 +dcid:geoId/42001,2017,152,dcid:Count_Student_HispanicOrLatino_SchoolGrade7 +dcid:geoId/42001,2017,141,dcid:Count_Student_HispanicOrLatino_SchoolGrade8 +dcid:geoId/42001,2017,142,dcid:Count_Student_HispanicOrLatino_SchoolGrade9 +dcid:geoId/42001,2017,142,dcid:Count_Student_HispanicOrLatino_SchoolGrade10 +dcid:geoId/42001,2017,127,dcid:Count_Student_HispanicOrLatino_SchoolGrade11 +dcid:geoId/42001,2017,110,dcid:Count_Student_HispanicOrLatino_SchoolGrade12 +dcid:geoId/42001,2017,0,dcid:Count_Student_TwoOrMoreRaces_HalfDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_TwoOrMoreRaces_FullDay_PreKindergarten +dcid:geoId/42001,2017,0,dcid:Count_Student_4Years_TwoOrMoreRaces_HalfDay_PreKindergarten 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+dcid:geoId/42133,2017,314,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade2 +dcid:geoId/42133,2017,282,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade4 +dcid:geoId/42133,2017,265,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade5 +dcid:geoId/42133,2017,224,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade6 +dcid:geoId/42133,2017,205,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade7 +dcid:geoId/42133,2017,205,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade8 +dcid:geoId/42133,2017,244,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade9 +dcid:geoId/42133,2017,171,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade10 +dcid:geoId/42133,2017,137,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade11 +dcid:geoId/42133,2017,148,dcid:Count_Student_TwoOrMoreRaces_SchoolGrade12 +dcid:geoId/42133,2017,0,dcid:Count_Student_NativeHawaiianOrOtherPacificIslanderAlone_HalfDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_NativeHawaiianOrOtherPacificIslanderAlone_FullDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_4Years_NativeHawaiianOrOtherPacificIslanderAlone_HalfDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_4Years_NativeHawaiianOrOtherPacificIslanderAlone_FullDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_NativeHawaiianOrOtherPacificIslanderAlone_SchoolGrade1 +dcid:geoId/42133,2017,20,dcid:Count_Student_WhiteAlone_HalfDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_4Years_WhiteAlone_HalfDay_PreKindergarten +dcid:geoId/42133,2017,0,dcid:Count_Student_4Years_WhiteAlone_FullDay_PreKindergarten +dcid:geoId/42133,2017,1475,dcid:Count_Student_5Years_WhiteAlone_HalfDay_Kindergarten +dcid:geoId/42133,2017,2124,dcid:Count_Student_5Years_WhiteAlone_FullDay_Kindergarten +dcid:geoId/42133,2017,3629,dcid:Count_Student_WhiteAlone_SchoolGrade1 +dcid:geoId/42133,2017,3803,dcid:Count_Student_WhiteAlone_SchoolGrade2 +dcid:geoId/42133,2017,3923,dcid:Count_Student_WhiteAlone_SchoolGrade3 +dcid:geoId/42133,2017,3943,dcid:Count_Student_WhiteAlone_SchoolGrade4 +dcid:geoId/42133,2017,3845,dcid:Count_Student_WhiteAlone_SchoolGrade5 +dcid:geoId/42133,2017,4008,dcid:Count_Student_WhiteAlone_SchoolGrade6 +dcid:geoId/42133,2017,4152,dcid:Count_Student_WhiteAlone_SchoolGrade7 +dcid:geoId/42133,2017,4032,dcid:Count_Student_WhiteAlone_SchoolGrade8 +dcid:geoId/42133,2017,4077,dcid:Count_Student_WhiteAlone_SchoolGrade10 +dcid:geoId/42133,2017,3913,dcid:Count_Student_WhiteAlone_SchoolGrade11 +dcid:geoId/42133,2017,3779,dcid:Count_Student_WhiteAlone_SchoolGrade12 diff --git a/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.tmcf b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.tmcf new file mode 100644 index 0000000000..1bffdaa683 --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/test_data/public_school_enrollment_by_county_grade_and_race/public_school_enrollment_by_county_grade_and_race_output.tmcf @@ -0,0 +1,6 @@ +Node: E:public_school_enrollment_by_county_grade_and_race_output->E0 +observationAbout: C:public_school_enrollment_by_county_grade_and_race_output->observationAbout +observationDate: C:public_school_enrollment_by_county_grade_and_race_output->observationDate +value: C:public_school_enrollment_by_county_grade_and_race_output->value +variableMeasured: C:public_school_enrollment_by_county_grade_and_race_output->variableMeasured +typeOf: dcs:StatVarObservation diff --git a/statvar_imports/pennsylvania/pennsylvania_education/test_data/undergraduate_stem_enrollment/undergraduate_stem_enrollment.csv b/statvar_imports/pennsylvania/pennsylvania_education/test_data/undergraduate_stem_enrollment/undergraduate_stem_enrollment.csv new file mode 100644 index 0000000000..51cf3661dc --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/test_data/undergraduate_stem_enrollment/undergraduate_stem_enrollment.csv @@ -0,0 +1,513 @@ +Date Collected,Date Available,Type,College,CIP,Area of Study,Count +Spring 2014,Fall 2014,Community College,Community College of Allegheny County,15,Engineering Technologies and Engineering-Related Fields,923 +Spring 2014,Fall 2014,Community College,Community College of Allegheny County,40,Physical Sciences,131 +Spring 2014,Fall 2014,Community College,Community College of Allegheny County,27,Mathematics and Statistics,241 +Spring 2014,Fall 2014,Community College,Community College of Allegheny County,26,Biological and Biomedical Sciences,367 +Spring 2014,Fall 2014,Community College,Community College of Beaver County,15,Engineering Technologies and Engineering-Related Fields,73 +Spring 2014,Fall 2014,Community College,Bucks County Community College,41,Science Technologies/Technicians,588 +Spring 2014,Fall 2014,Community College,Bucks County Community College,27,Mathematics and Statistics,83 +Spring 2014,Fall 2014,Community College,Bucks County Community College,26,Biological and Biomedical Sciences,13 +Spring 2014,Fall 2014,Community College,Bucks County Community College,15,Engineering Technologies and Engineering-Related Fields,422 +Spring 2014,Fall 2014,Community College,Butler County Community College,14,Engineering,80 +Spring 2014,Fall 2014,Community College,Butler County Community College,40,Physical Sciences,11 +Spring 2014,Fall 2014,Community College,Butler County Community College,27,Mathematics and Statistics,11 +Spring 2014,Fall 2014,Community College,Butler County Community College,26,Biological and Biomedical Sciences,63 +Spring 2014,Fall 2014,Community College,Butler County Community College,15,Engineering Technologies and Engineering-Related Fields,149 +Spring 2014,Fall 2014,Community College,Delaware County Community College,14,Engineering,587 +Spring 2014,Fall 2014,Community College,Delaware County Community College,41,Science Technologies/Technicians,24 +Spring 2014,Fall 2014,Community College,Delaware County Community College,15,Engineering Technologies and Engineering-Related Fields,251 +Spring 2014,Fall 2014,Community College,Harrisburg Area Community College,14,Engineering,415 +Spring 2014,Fall 2014,Community College,Harrisburg Area Community College,40,Physical Sciences,197 +Spring 2014,Fall 2014,Community College,Harrisburg Area Community College,27,Mathematics and Statistics,49 +Spring 2014,Fall 2014,Community College,Harrisburg Area Community College,26,Biological and Biomedical Sciences,535 +Spring 2014,Fall 2014,Community College,Harrisburg Area Community College,15,Engineering Technologies and Engineering-Related Fields,396 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,14,Engineering,86 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,41,Science Technologies/Technicians,23 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,27,Mathematics and Statistics,24 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,26,Biological and Biomedical Sciences,182 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,15,Engineering Technologies and Engineering-Related Fields,206 +Spring 2014,Fall 2014,Community College,Lehigh Carbon Community College,40,Physical Sciences,41 +Spring 2014,Fall 2014,Community College,Luzerne County Community College,15,Engineering Technologies and Engineering-Related Fields,220 +Spring 2014,Fall 2014,Community College,Luzerne County Community College,27,Mathematics and Statistics,138 +Spring 2014,Fall 2014,Community College,Luzerne County Community College,26,Biological and Biomedical Sciences,181 +Spring 2014,Fall 2014,Community College,Luzerne County Community College,40,Physical Sciences,46 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,14,Engineering,362 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,41,Science Technologies/Technicians,223 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,26,Biological and Biomedical Sciences,131 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,27,Mathematics and Statistics,70 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,15,Engineering Technologies and Engineering-Related Fields,121 +Spring 2014,Fall 2014,Community College,Montgomery County Community College,40,Physical Sciences,82 +Spring 2014,Fall 2014,Community College,Northampton Community College,14,Engineering,227 +Spring 2014,Fall 2014,Community College,Northampton Community College,26,Biological and Biomedical Sciences,477 +Spring 2014,Fall 2014,Community College,Northampton Community College,27,Mathematics and Statistics,31 +Spring 2014,Fall 2014,Community College,Northampton Community College,15,Engineering Technologies and Engineering-Related Fields,219 +Spring 2014,Fall 2014,Community College,Northampton Community College,40,Physical Sciences,61 +Spring 2014,Fall 2014,Community College,Pennsylvania Highlands Community College,14,Engineering,0 +Spring 2014,Fall 2014,Community College,Pennsylvania Highlands Community College,15,Engineering Technologies and Engineering-Related Fields,47 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,14,Engineering,124 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,41,Science Technologies/Technicians,68 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,27,Mathematics and Statistics,23 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,26,Biological and Biomedical Sciences,12 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,15,Engineering Technologies and Engineering-Related Fields,344 +Spring 2014,Fall 2014,Community College,Community College of Philadelphia,40,Physical Sciences,174 +Spring 2014,Fall 2014,Community College,Reading Area Community College,40,Physical Sciences,184 +Spring 2014,Fall 2014,Community College,Reading Area Community College,15,Engineering Technologies and Engineering-Related Fields,194 +Spring 2014,Fall 2014,Community College,Reading Area Community College,41,Science Technologies/Technicians,13 +Spring 2014,Fall 2014,Community College,Westmoreland County Community College,14,Engineering,77 +Spring 2014,Fall 2014,Community College,Westmoreland County Community College,15,Engineering Technologies and Engineering-Related Fields,175 +Spring 2014,Fall 2014,Community College,Westmoreland County Community College,41,Science Technologies/Technicians,59 +Spring 2014,Fall 2014,PASSHE,Bloomsburg University of Pennsylvania,14,Engineering,80 +Spring 2014,Fall 2014,PASSHE,Bloomsburg University of Pennsylvania,27,Mathematics and Statistics,99 +Spring 2014,Fall 2014,PASSHE,Bloomsburg University of Pennsylvania,40,Physical Sciences,300 +Spring 2014,Fall 2014,PASSHE,Bloomsburg University of Pennsylvania,26,Biological and Biomedical Sciences,191 +Spring 2014,Fall 2014,PASSHE,California University of Pennsylvania,14,Engineering,62 +Spring 2014,Fall 2014,PASSHE,California University of Pennsylvania,27,Mathematics and Statistics,63 +Spring 2014,Fall 2014,PASSHE,California University of Pennsylvania,40,Physical Sciences,177 +Spring 2014,Fall 2014,PASSHE,California University of Pennsylvania,26,Biological and Biomedical Sciences,267 +Spring 2014,Fall 2014,PASSHE,Cheyney University of Pennsylvania,26,Biological and Biomedical Sciences,93 +Spring 2014,Fall 2014,PASSHE,Clarion University of Pennsylvania,26,Biological and Biomedical Sciences,243 +Spring 2014,Fall 2014,PASSHE,Clarion University of Pennsylvania,27,Mathematics and Statistics,57 +Spring 2014,Fall 2014,PASSHE,Clarion University of Pennsylvania,40,Physical Sciences,155 +Spring 2014,Fall 2014,PASSHE,East Stroudsburg University of Pennsylvania,26,Biological and Biomedical Sciences,647 +Spring 2014,Fall 2014,PASSHE,East Stroudsburg University of Pennsylvania,27,Mathematics and Statistics,79 +Spring 2014,Fall 2014,PASSHE,East Stroudsburg University of Pennsylvania,40,Physical Sciences,115 +Spring 2014,Fall 2014,PASSHE,Edinboro University of Pennsylvania,26,Biological and Biomedical Sciences,220 +Spring 2014,Fall 2014,PASSHE,Edinboro University of Pennsylvania,27,Mathematics and Statistics,58 +Spring 2014,Fall 2014,PASSHE,Edinboro University of Pennsylvania,40,Physical Sciences,162 +Spring 2014,Fall 2014,PASSHE,Indiana University of Pennsylvania-Main Campus,26,Biological and Biomedical Sciences,491 +Spring 2014,Fall 2014,PASSHE,Indiana University of Pennsylvania-Main Campus,27,Mathematics and Statistics,92 +Spring 2014,Fall 2014,PASSHE,Indiana University of Pennsylvania-Main Campus,40,Physical Sciences,294 +Spring 2014,Fall 2014,PASSHE,Kutztown University of Pennsylvania,26,Biological and Biomedical Sciences,410 +Spring 2014,Fall 2014,PASSHE,Kutztown University of Pennsylvania,27,Mathematics and Statistics,52 +Spring 2014,Fall 2014,PASSHE,Kutztown University of Pennsylvania,40,Physical Sciences,231 +Spring 2014,Fall 2014,PASSHE,Lock Haven University,26,Biological and Biomedical Sciences,137 +Spring 2014,Fall 2014,PASSHE,Lock Haven University,27,Mathematics and Statistics,64 +Spring 2014,Fall 2014,PASSHE,Lock Haven University,40,Physical Sciences,163 +Spring 2014,Fall 2014,PASSHE,Mansfield University of Pennsylvania,26,Biological and Biomedical Sciences,172 +Spring 2014,Fall 2014,PASSHE,Mansfield University of Pennsylvania,27,Mathematics and Statistics,27 +Spring 2014,Fall 2014,PASSHE,Mansfield University of Pennsylvania,40,Physical Sciences,56 +Spring 2014,Fall 2014,PASSHE,Millersville University of Pennsylvania,26,Biological and Biomedical Sciences,711 +Spring 2014,Fall 2014,PASSHE,Millersville University of Pennsylvania,27,Mathematics and Statistics,205 +Spring 2014,Fall 2014,PASSHE,Millersville University of Pennsylvania,40,Physical Sciences,385 +Spring 2014,Fall 2014,PASSHE,Shippensburg University of Pennsylvania,14,Engineering,101 +Spring 2014,Fall 2014,PASSHE,Shippensburg University of Pennsylvania,27,Mathematics and Statistics,124 +Spring 2014,Fall 2014,PASSHE,Shippensburg University of Pennsylvania,40,Physical Sciences,178 +Spring 2014,Fall 2014,PASSHE,Shippensburg University of Pennsylvania,26,Biological and Biomedical Sciences,369 +Spring 2014,Fall 2014,PASSHE,Slippery Rock University of Pennsylvania,26,Biological and Biomedical Sciences,269 +Spring 2014,Fall 2014,PASSHE,Slippery Rock University of Pennsylvania,27,Mathematics and Statistics,148 +Spring 2014,Fall 2014,PASSHE,Slippery Rock University of Pennsylvania,40,Physical Sciences,273 +Spring 2014,Fall 2014,PASSHE,West Chester University of Pennsylvania,26,Biological and Biomedical Sciences,593 +Spring 2014,Fall 2014,PASSHE,West Chester University of Pennsylvania,27,Mathematics and Statistics,255 +Spring 2014,Fall 2014,PASSHE,West Chester University of Pennsylvania,40,Physical Sciences,375 +Spring 2014,Fall 2014,State Related,Lincoln University,26,Biological and Biomedical Sciences,128 +Spring 2014,Fall 2014,State Related,Lincoln University,27,Mathematics and Statistics,10 +Spring 2014,Fall 2014,State Related,Lincoln University,40,Physical Sciences,16 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Main Campus,14,Engineering,8054 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Main Campus,26,Biological and Biomedical Sciences,1387 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Main Campus,27,Mathematics and Statistics,366 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Main Campus,40,Physical Sciences,1513 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Abington,14,Engineering,272 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Abington,26,Biological and Biomedical Sciences,58 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Abington,40,Physical Sciences,24 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Altoona,14,Engineering,541 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Altoona,26,Biological and Biomedical Sciences,48 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Altoona,40,Physical Sciences,54 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Beaver,14,Engineering,80 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Beaver,40,Physical Sciences,24 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Berks,14,Engineering,426 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Berks,26,Biological and Biomedical Sciences,55 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Berks,40,Physical Sciences,24 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Brandywine,14,Engineering,126 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Brandywine,40,Physical Sciences,19 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State DuBois,14,Engineering,53 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State DuBois,40,Physical Sciences,28 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Erie-Behrend College,14,Engineering,1333 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Erie-Behrend College,27,Mathematics and Statistics,12 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Erie-Behrend College,40,Physical Sciences,106 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Erie-Behrend College,26,Biological and Biomedical Sciences,68 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Fayette- Eberly,14,Engineering,62 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Greater Allegheny,14,Engineering,70 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Greater Allegheny,40,Physical Sciences,17 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Harrisburg,14,Engineering,1005 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Harrisburg,27,Mathematics and Statistics,19 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Harrisburg,40,Physical Sciences,37 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Hazleton,14,Engineering,124 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Hazleton,40,Physical Sciences,10 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Lehigh Valley,14,Engineering,97 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Lehigh Valley,40,Physical Sciences,13 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Mont Alto,14,Engineering,53 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State New Kensington,14,Engineering,129 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State New Kensington,40,Physical Sciences,14 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Schuylkill,14,Engineering,28 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Wilkes-Barre,14,Engineering,127 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Wilkes-Barre,40,Physical Sciences,14 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State Worthington Scranton,14,Engineering,61 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State York,14,Engineering,176 +Spring 2014,Fall 2014,State Related,Pennsylvania State University-Penn State York,40,Physical Sciences,10 +Spring 2014,Fall 2014,State Related,Temple University,14,Engineering,1418 +Spring 2014,Fall 2014,State Related,Temple University,26,Biological and Biomedical Sciences,2194 +Spring 2014,Fall 2014,State Related,Temple University,27,Mathematics and Statistics,149 +Spring 2014,Fall 2014,State Related,Temple University,40,Physical Sciences,483 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Bradford,14,Engineering,88 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Bradford,26,Biological and Biomedical Sciences,96 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Bradford,40,Physical Sciences,52 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Greensburg,26,Biological and Biomedical Sciences,207 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Greensburg,27,Mathematics and Statistics,38 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Greensburg,40,Physical Sciences,64 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Johnstown,26,Biological and Biomedical Sciences,232 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Johnstown,27,Mathematics and Statistics,29 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Johnstown,40,Physical Sciences,92 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Pittsburgh Campus,14,Engineering,2798 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Pittsburgh Campus,26,Biological and Biomedical Sciences,1079 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Pittsburgh Campus,27,Mathematics and Statistics,270 +Spring 2014,Fall 2014,State Related,University of Pittsburgh-Pittsburgh Campus,40,Physical Sciences,411 +Spring 2016,Fall 2016,PASSHE,Bloomsburg University of Pennsylvania,14,Engineering,52 +Spring 2016,Fall 2016,PASSHE,Bloomsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,199 +Spring 2016,Fall 2016,PASSHE,Bloomsburg University of Pennsylvania,27,Mathematics,86 +Spring 2016,Fall 2016,PASSHE,Bloomsburg University of Pennsylvania,40,Physical Sciences,287 +Spring 2016,Fall 2016,PASSHE,California University of Pennsylvania,14,Engineering,101 +Spring 2016,Fall 2016,PASSHE,California University of Pennsylvania,26,Biological Sciences/Life Sciences,232 +Spring 2016,Fall 2016,PASSHE,California University of Pennsylvania,27,Mathematics,50 +Spring 2016,Fall 2016,PASSHE,California University of Pennsylvania,40,Physical Sciences,106 +Spring 2016,Fall 2016,PASSHE,Cheyney University of Pennsylvania,26,Biological Sciences/Life Sciences,58 +Spring 2016,Fall 2016,PASSHE,Cheyney University of Pennsylvania,27,Mathematics,2 +Spring 2016,Fall 2016,PASSHE,Cheyney University of Pennsylvania,40,Physical Sciences,1 +Spring 2016,Fall 2016,PASSHE,Clarion University of Pennsylvania,26,Biological Sciences/Life Sciences,208 +Spring 2016,Fall 2016,PASSHE,Clarion University of Pennsylvania,27,Mathematics,53 +Spring 2016,Fall 2016,PASSHE,Clarion University of Pennsylvania,40,Physical Sciences,118 +Spring 2016,Fall 2016,PASSHE,East Stroudsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,631 +Spring 2016,Fall 2016,PASSHE,East Stroudsburg University of Pennsylvania,27,Mathematics,61 +Spring 2016,Fall 2016,PASSHE,East Stroudsburg University of Pennsylvania,40,Physical Sciences,116 +Spring 2016,Fall 2016,PASSHE,Edinboro University of Pennsylvania,26,Biological Sciences/Life Sciences,238 +Spring 2016,Fall 2016,PASSHE,Edinboro University of Pennsylvania,27,Mathematics,36 +Spring 2016,Fall 2016,PASSHE,Edinboro University of Pennsylvania,40,Physical Sciences,154 +Spring 2016,Fall 2016,PASSHE,Indiana University of Pennsylvania-Main Campus,26,Biological Sciences/Life Sciences,454 +Spring 2016,Fall 2016,PASSHE,Indiana University of Pennsylvania-Main Campus,27,Mathematics,72 +Spring 2016,Fall 2016,PASSHE,Indiana University of Pennsylvania-Main Campus,40,Physical Sciences,237 +Spring 2016,Fall 2016,PASSHE,Kutztown University of Pennsylvania,26,Biological Sciences/Life Sciences,437 +Spring 2016,Fall 2016,PASSHE,Kutztown University of Pennsylvania,27,Mathematics,49 +Spring 2016,Fall 2016,PASSHE,Kutztown University of Pennsylvania,40,Physical Sciences,186 +Spring 2016,Fall 2016,State Related,Lincoln University,14,Engineering,11 +Spring 2016,Fall 2016,State Related,Lincoln University,26,Biological Sciences/Life Sciences,81 +Spring 2016,Fall 2016,State Related,Lincoln University,27,Mathematics,8 +Spring 2016,Fall 2016,State Related,Lincoln University,40,Physical Sciences,7 +Spring 2016,Fall 2016,PASSHE,Lock Haven University,26,Biological Sciences/Life Sciences,130 +Spring 2016,Fall 2016,PASSHE,Lock Haven University,27,Mathematics,48 +Spring 2016,Fall 2016,PASSHE,Lock Haven University,40,Physical Sciences,126 +Spring 2016,Fall 2016,PASSHE,Mansfield University of Pennsylvania,26,Biological Sciences/Life Sciences,152 +Spring 2016,Fall 2016,PASSHE,Mansfield University of Pennsylvania,27,Mathematics,16 +Spring 2016,Fall 2016,PASSHE,Mansfield University of Pennsylvania,40,Physical Sciences,50 +Spring 2016,Fall 2016,PASSHE,Millersville University of Pennsylvania,26,Biological Sciences/Life Sciences,618 +Spring 2016,Fall 2016,PASSHE,Millersville University of Pennsylvania,27,Mathematics,146 +Spring 2016,Fall 2016,PASSHE,Millersville University of Pennsylvania,40,Physical Sciences,368 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Bradford,14,Engineering,78 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Bradford,26,Biological Sciences/Life Sciences,90 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Bradford,27,Mathematics,4 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Bradford,40,Physical Sciences,51 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Greensburg,26,Biological Sciences/Life Sciences,184 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Greensburg,27,Mathematics,41 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Greensburg,40,Physical Sciences,42 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Johnstown,14,Engineering,172 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Johnstown,26,Biological Sciences/Life Sciences,229 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Johnstown,27,Mathematics,41 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Johnstown,40,Physical Sciences,76 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Pittsburgh Campus,14,Engineering,3015 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Pittsburgh Campus,26,Biological Sciences/Life Sciences,1258 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Pittsburgh Campus,27,Mathematics,266 +Spring 2016,Fall 2016,State Related,University of Pittsburgh-Pittsburgh Campus,40,Physical Sciences,456 +Spring 2016,Fall 2016,PASSHE,Shippensburg University of Pennsylvania,14,Engineering,109 +Spring 2016,Fall 2016,PASSHE,Shippensburg University of Pennsylvania,26,Biological Sciences/Life Sciences,335 +Spring 2016,Fall 2016,PASSHE,Shippensburg University of Pennsylvania,27,Mathematics,89 +Spring 2016,Fall 2016,PASSHE,Shippensburg University of Pennsylvania,40,Physical Sciences,145 +Spring 2016,Fall 2016,PASSHE,Slippery Rock University of Pennsylvania,14,Engineering,9 +Spring 2016,Fall 2016,PASSHE,Slippery Rock University of Pennsylvania,26,Biological Sciences/Life Sciences,308 +Spring 2016,Fall 2016,PASSHE,Slippery Rock University of Pennsylvania,27,Mathematics,148 +Spring 2016,Fall 2016,PASSHE,Slippery Rock University of Pennsylvania,40,Physical Sciences,249 +Spring 2016,Fall 2016,State Related,Temple University,14,Engineering,1720 +Spring 2016,Fall 2016,State Related,Temple University,26,Biological Sciences/Life Sciences,2265 +Spring 2016,Fall 2016,State Related,Temple University,27,Mathematics,144 +Spring 2016,Fall 2016,State Related,Temple University,40,Physical Sciences,460 +Spring 2016,Fall 2016,PASSHE,West Chester University of Pennsylvania,26,Biological Sciences/Life Sciences,609 +Spring 2016,Fall 2016,PASSHE,West Chester University of Pennsylvania,27,Mathematics,244 +Spring 2016,Fall 2016,PASSHE,West Chester University of Pennsylvania,40,Physical Sciences,421 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Erie-Behrend College,14,Engineering,1518 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Erie-Behrend College,26,Biological Sciences/Life Sciences,105 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Erie-Behrend College,27,Mathematics,15 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Erie-Behrend College,40,Physical Sciences,68 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State New Kensington,14,Engineering,146 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State New Kensington,26,Biological Sciences/Life Sciences,3 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State New Kensington,40,Physical Sciences,10 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Shenango,14,Engineering,4 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Shenango,40,Physical Sciences,1 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Wilkes-Barre,14,Engineering,142 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Wilkes-Barre,40,Physical Sciences,12 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Scranton,14,Engineering,67 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Scranton,40,Physical Sciences,11 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Lehigh Valley,14,Engineering,106 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Lehigh Valley,26,Biological Sciences/Life Sciences,2 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Lehigh Valley,40,Physical Sciences,7 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Altoona,14,Engineering,556 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Altoona,26,Biological Sciences/Life Sciences,33 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Altoona,27,Mathematics,3 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Altoona,40,Physical Sciences,47 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Beaver,14,Engineering,93 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Beaver,27,Mathematics,1 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Beaver,40,Physical Sciences,8 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Berks,14,Engineering,555 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Berks,26,Biological Sciences/Life Sciences,93 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Berks,40,Physical Sciences,19 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Harrisburg,14,Engineering,1158 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Harrisburg,26,Biological Sciences/Life Sciences,44 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Harrisburg,27,Mathematics,10 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Harrisburg,40,Physical Sciences,35 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Brandywine,14,Engineering,128 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Brandywine,26,Biological Sciences/Life Sciences,13 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Brandywine,40,Physical Sciences,16 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State DuBois,14,Engineering,69 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State DuBois,40,Physical Sciences,20 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Fayette- Eberly,14,Engineering,60 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Fayette- Eberly,40,Physical Sciences,9 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Hazleton,14,Engineering,157 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Hazleton,26,Biological Sciences/Life Sciences,1 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Hazleton,40,Physical Sciences,7 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Main Campus,14,Engineering,8524 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Main Campus,26,Biological Sciences/Life Sciences,1518 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Main Campus,27,Mathematics,516 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Main Campus,40,Physical Sciences,1470 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Greater Allegheny,14,Engineering,69 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Greater Allegheny,26,Biological Sciences/Life Sciences,9 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Greater Allegheny,40,Physical Sciences,9 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Mont Alto,14,Engineering,64 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Mont Alto,40,Physical Sciences,7 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Abington,14,Engineering,298 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Abington,26,Biological Sciences/Life Sciences,65 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Abington,27,Mathematics,3 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Abington,40,Physical Sciences,30 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Schuylkill,14,Engineering,46 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Schuylkill,26,Biological Sciences/Life Sciences,8 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Schuylkill,27,Mathematics,2 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State Schuylkill,40,Physical Sciences,4 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State York,14,Engineering,161 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State York,26,Biological Sciences/Life Sciences,12 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State York,27,Mathematics,1 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-Penn State York,40,Physical Sciences,15 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-World Campus,14,Engineering,19 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-World Campus,26,Biological Sciences/Life Sciences,29 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-World Campus,27,Mathematics,2 +Spring 2016,Fall 2016,State Related,Pennsylvania State University-World Campus,40,Physical Sciences,16 +Spring 2018,Fall 2018,PASSHE,Bloomsburg University of Pennsylvania,14,Engineering,58 +Spring 2018,Fall 2018,PASSHE,Bloomsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,245 +Spring 2018,Fall 2018,PASSHE,Bloomsburg University of Pennsylvania,27,Mathematics,61 +Spring 2018,Fall 2018,PASSHE,Bloomsburg University of Pennsylvania,40,Physical Sciences,245 +Spring 2018,Fall 2018,PASSHE,California University of Pennsylvania,14,Engineering,121 +Spring 2018,Fall 2018,PASSHE,California University of Pennsylvania,26,Biological Sciences/Life Sciences,273 +Spring 2018,Fall 2018,PASSHE,California University of Pennsylvania,27,Mathematics,48 +Spring 2018,Fall 2018,PASSHE,California University of Pennsylvania,40,Physical Sciences,77 +Spring 2018,Fall 2018,PASSHE,Cheyney University of Pennsylvania,26,Biological Sciences/Life Sciences,71 +Spring 2018,Fall 2018,PASSHE,Cheyney University of Pennsylvania,27,Mathematics,4 +Spring 2018,Fall 2018,PASSHE,Clarion University of Pennsylvania,26,Biological Sciences/Life Sciences,224 +Spring 2018,Fall 2018,PASSHE,Clarion University of Pennsylvania,27,Mathematics,50 +Spring 2018,Fall 2018,PASSHE,Clarion University of Pennsylvania,40,Physical Sciences,97 +Spring 2018,Fall 2018,PASSHE,East Stroudsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,531 +Spring 2018,Fall 2018,PASSHE,East Stroudsburg University of Pennsylvania,27,Mathematics,62 +Spring 2018,Fall 2018,PASSHE,East Stroudsburg University of Pennsylvania,40,Physical Sciences,111 +Spring 2018,Fall 2018,PASSHE,Edinboro University of Pennsylvania,26,Biological Sciences/Life Sciences,115 +Spring 2018,Fall 2018,PASSHE,Edinboro University of Pennsylvania,27,Mathematics,34 +Spring 2018,Fall 2018,PASSHE,Edinboro University of Pennsylvania,40,Physical Sciences,103 +Spring 2018,Fall 2018,PASSHE,Indiana University of Pennsylvania-Main Campus,14,Engineering,11 +Spring 2018,Fall 2018,PASSHE,Indiana University of Pennsylvania-Main Campus,26,Biological Sciences/Life Sciences,459 +Spring 2018,Fall 2018,PASSHE,Indiana University of Pennsylvania-Main Campus,27,Mathematics,55 +Spring 2018,Fall 2018,PASSHE,Indiana University of Pennsylvania-Main Campus,40,Physical Sciences,160 +Spring 2018,Fall 2018,PASSHE,Kutztown University of Pennsylvania,26,Biological Sciences/Life Sciences,438 +Spring 2018,Fall 2018,PASSHE,Kutztown University of Pennsylvania,27,Mathematics,47 +Spring 2018,Fall 2018,PASSHE,Kutztown University of Pennsylvania,40,Physical Sciences,192 +Spring 2018,Fall 2018,State Related,Lincoln University,14,Engineering,19 +Spring 2018,Fall 2018,State Related,Lincoln University,26,Biological Sciences/Life Sciences,190 +Spring 2018,Fall 2018,State Related,Lincoln University,27,Mathematics,14 +Spring 2018,Fall 2018,State Related,Lincoln University,40,Physical Sciences,23 +Spring 2018,Fall 2018,PASSHE,Lock Haven University,26,Biological Sciences/Life Sciences,158 +Spring 2018,Fall 2018,PASSHE,Lock Haven University,27,Mathematics,33 +Spring 2018,Fall 2018,PASSHE,Lock Haven University,40,Physical Sciences,90 +Spring 2018,Fall 2018,PASSHE,Mansfield University of Pennsylvania,26,Biological Sciences/Life Sciences,116 +Spring 2018,Fall 2018,PASSHE,Mansfield University of Pennsylvania,27,Mathematics,15 +Spring 2018,Fall 2018,PASSHE,Mansfield University of Pennsylvania,40,Physical Sciences,28 +Spring 2018,Fall 2018,PASSHE,Millersville University of Pennsylvania,26,Biological Sciences/Life Sciences,549 +Spring 2018,Fall 2018,PASSHE,Millersville University of Pennsylvania,27,Mathematics,126 +Spring 2018,Fall 2018,PASSHE,Millersville University of Pennsylvania,40,Physical Sciences,329 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Bradford,14,Engineering,56 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Bradford,26,Biological Sciences/Life Sciences,97 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Bradford,27,Mathematics,11 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Bradford,40,Physical Sciences,46 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Greensburg,26,Biological Sciences/Life Sciences,214 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Greensburg,27,Mathematics,33 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Greensburg,40,Physical Sciences,25 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Johnstown,14,Engineering,598 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Johnstown,26,Biological Sciences/Life Sciences,224 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Johnstown,27,Mathematics,26 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Johnstown,40,Physical Sciences,66 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Pittsburgh Campus,14,Engineering,2984 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Pittsburgh Campus,26,Biological Sciences/Life Sciences,1403 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Pittsburgh Campus,27,Mathematics,292 +Spring 2018,Fall 2018,State Related,University of Pittsburgh-Pittsburgh Campus,40,Physical Sciences,463 +Spring 2018,Fall 2018,PASSHE,Shippensburg University of Pennsylvania,14,Engineering,161 +Spring 2018,Fall 2018,PASSHE,Shippensburg University of Pennsylvania,26,Biological Sciences/Life Sciences,332 +Spring 2018,Fall 2018,PASSHE,Shippensburg University of Pennsylvania,27,Mathematics,83 +Spring 2018,Fall 2018,PASSHE,Shippensburg University of Pennsylvania,40,Physical Sciences,133 +Spring 2018,Fall 2018,PASSHE,Slippery Rock University of Pennsylvania,14,Engineering,48 +Spring 2018,Fall 2018,PASSHE,Slippery Rock University of Pennsylvania,26,Biological Sciences/Life Sciences,367 +Spring 2018,Fall 2018,PASSHE,Slippery Rock University of Pennsylvania,27,Mathematics,121 +Spring 2018,Fall 2018,PASSHE,Slippery Rock University of Pennsylvania,40,Physical Sciences,232 +Spring 2018,Fall 2018,State Related,Temple University,14,Engineering,1708 +Spring 2018,Fall 2018,State Related,Temple University,26,Biological Sciences/Life Sciences,2365 +Spring 2018,Fall 2018,State Related,Temple University,27,Mathematics,210 +Spring 2018,Fall 2018,State Related,Temple University,40,Physical Sciences,389 +Spring 2018,Fall 2018,PASSHE,West Chester University of Pennsylvania,26,Biological Sciences/Life Sciences,612 +Spring 2018,Fall 2018,PASSHE,West Chester University of Pennsylvania,27,Mathematics,216 +Spring 2018,Fall 2018,PASSHE,West Chester University of Pennsylvania,40,Physical Sciences,342 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Erie-Behrend College,14,Engineering,1519 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Erie-Behrend College,26,Biological Sciences/Life Sciences,100 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Erie-Behrend College,27,Mathematics,18 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Erie-Behrend College,40,Physical Sciences,48 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State New Kensington,14,Engineering,87 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State New Kensington,26,Biological Sciences/Life Sciences,13 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State New Kensington,27,Mathematics,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State New Kensington,40,Physical Sciences,2 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Shenango,14,Engineering,5 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Shenango,40,Physical Sciences,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Wilkes-Barre,14,Engineering,114 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Wilkes-Barre,40,Physical Sciences,9 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Scranton,14,Engineering,75 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Scranton,26,Biological Sciences/Life Sciences,7 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Scranton,40,Physical Sciences,3 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Lehigh Valley,14,Engineering,122 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Lehigh Valley,26,Biological Sciences/Life Sciences,8 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Lehigh Valley,27,Mathematics,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Lehigh Valley,40,Physical Sciences,4 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Altoona,14,Engineering,339 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Altoona,26,Biological Sciences/Life Sciences,31 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Altoona,27,Mathematics,10 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Altoona,40,Physical Sciences,22 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Beaver,14,Engineering,75 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Beaver,26,Biological Sciences/Life Sciences,5 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Beaver,40,Physical Sciences,7 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Berks,14,Engineering,412 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Berks,26,Biological Sciences/Life Sciences,67 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Berks,27,Mathematics,2 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Berks,40,Physical Sciences,13 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Harrisburg,14,Engineering,1246 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Harrisburg,26,Biological Sciences/Life Sciences,67 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Harrisburg,27,Mathematics,20 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Harrisburg,40,Physical Sciences,15 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Brandywine,14,Engineering,178 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Brandywine,26,Biological Sciences/Life Sciences,9 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Brandywine,27,Mathematics,3 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Brandywine,40,Physical Sciences,8 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State DuBois,14,Engineering,66 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State DuBois,26,Biological Sciences/Life Sciences,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State DuBois,27,Mathematics,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State DuBois,40,Physical Sciences,7 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Fayette- Eberly,14,Engineering,53 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Fayette- Eberly,40,Physical Sciences,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Hazleton,14,Engineering,103 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Hazleton,26,Biological Sciences/Life Sciences,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Hazleton,40,Physical Sciences,3 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Main Campus,14,Engineering,7936 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Main Campus,26,Biological Sciences/Life Sciences,1691 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Main Campus,27,Mathematics,563 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Main Campus,40,Physical Sciences,1394 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Greater Allegheny,14,Engineering,47 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Greater Allegheny,26,Biological Sciences/Life Sciences,26 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Greater Allegheny,40,Physical Sciences,3 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Mont Alto,14,Engineering,57 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Mont Alto,40,Physical Sciences,4 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Abington,14,Engineering,375 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Abington,26,Biological Sciences/Life Sciences,50 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Abington,27,Mathematics,5 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Abington,40,Physical Sciences,10 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Schuylkill,14,Engineering,26 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Schuylkill,26,Biological Sciences/Life Sciences,17 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State Schuylkill,40,Physical Sciences,1 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State York,14,Engineering,115 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State York,26,Biological Sciences/Life Sciences,19 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State York,27,Mathematics,4 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-Penn State York,40,Physical Sciences,7 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-World Campus,14,Engineering,169 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-World Campus,26,Biological Sciences/Life Sciences,126 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-World Campus,27,Mathematics,3 +Spring 2018,Fall 2018,State Related,Pennsylvania State University-World Campus,40,Physical Sciences,53 +Spring 2020,Fall 2020,PASSHE,Bloomsburg University of Pennsylvania,14,Engineering,46 +Spring 2020,Fall 2020,PASSHE,Bloomsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,226 +Spring 2020,Fall 2020,PASSHE,Bloomsburg University of Pennsylvania,27,Mathematics,52 +Spring 2020,Fall 2020,PASSHE,Bloomsburg University of Pennsylvania,40,Physical Sciences,188 +Spring 2020,Fall 2020,PASSHE,California University of Pennsylvania,14,Engineering,105 +Spring 2020,Fall 2020,PASSHE,California University of Pennsylvania,26,Biological Sciences/Life Sciences,231 +Spring 2020,Fall 2020,PASSHE,California University of Pennsylvania,27,Mathematics,43 +Spring 2020,Fall 2020,PASSHE,California University of Pennsylvania,40,Physical Sciences,81 +Spring 2020,Fall 2020,PASSHE,Cheyney University of Pennsylvania,26,Biological Sciences/Life Sciences,128 +Spring 2020,Fall 2020,PASSHE,Cheyney University of Pennsylvania,27,Mathematics,11 +Spring 2020,Fall 2020,PASSHE,Clarion University of Pennsylvania,26,Biological Sciences/Life Sciences,211 +Spring 2020,Fall 2020,PASSHE,Clarion University of Pennsylvania,27,Mathematics,53 +Spring 2020,Fall 2020,PASSHE,Clarion University of Pennsylvania,40,Physical Sciences,73 +Spring 2020,Fall 2020,PASSHE,East Stroudsburg University of Pennsylvania,26,Biological Sciences/Life Sciences,524 +Spring 2020,Fall 2020,PASSHE,East Stroudsburg University of Pennsylvania,27,Mathematics,52 +Spring 2020,Fall 2020,PASSHE,East Stroudsburg University of Pennsylvania,40,Physical Sciences,85 +Spring 2020,Fall 2020,PASSHE,Edinboro University of Pennsylvania,26,Biological Sciences/Life Sciences,85 +Spring 2020,Fall 2020,PASSHE,Edinboro University of Pennsylvania,27,Mathematics,34 +Spring 2020,Fall 2020,PASSHE,Edinboro University of Pennsylvania,40,Physical Sciences,77 +Spring 2020,Fall 2020,PASSHE,Indiana University of Pennsylvania-Main Campus,14,Engineering,33 +Spring 2020,Fall 2020,PASSHE,Indiana University of Pennsylvania-Main Campus,26,Biological Sciences/Life Sciences,388 +Spring 2020,Fall 2020,PASSHE,Indiana University of Pennsylvania-Main Campus,27,Mathematics,66 +Spring 2020,Fall 2020,PASSHE,Indiana University of Pennsylvania-Main Campus,40,Physical Sciences,138 +Spring 2020,Fall 2020,PASSHE,Kutztown University of Pennsylvania,26,Biological Sciences/Life Sciences,368 +Spring 2020,Fall 2020,PASSHE,Kutztown University of Pennsylvania,27,Mathematics,39 +Spring 2020,Fall 2020,PASSHE,Kutztown University of Pennsylvania,40,Physical Sciences,179 +Spring 2020,Fall 2020,State Related,Lincoln University,14,Engineering,31 +Spring 2020,Fall 2020,State Related,Lincoln University,26,Biological Sciences/Life Sciences,170 +Spring 2020,Fall 2020,State Related,Lincoln University,27,Mathematics,14 +Spring 2020,Fall 2020,State Related,Lincoln University,40,Physical Sciences,14 +Spring 2020,Fall 2020,PASSHE,Lock Haven University,26,Biological Sciences/Life Sciences,119 +Spring 2020,Fall 2020,PASSHE,Lock Haven University,27,Mathematics,25 +Spring 2020,Fall 2020,PASSHE,Lock Haven University,40,Physical Sciences,77 +Spring 2020,Fall 2020,PASSHE,Mansfield University of Pennsylvania,26,Biological Sciences/Life Sciences,99 +Spring 2020,Fall 2020,PASSHE,Mansfield University of Pennsylvania,27,Mathematics,11 +Spring 2020,Fall 2020,PASSHE,Mansfield University of Pennsylvania,40,Physical Sciences,26 +Spring 2020,Fall 2020,PASSHE,Millersville University of Pennsylvania,14,Engineering,10 +Spring 2020,Fall 2020,PASSHE,Millersville University of Pennsylvania,26,Biological Sciences/Life Sciences,549 +Spring 2020,Fall 2020,PASSHE,Millersville University of Pennsylvania,27,Mathematics,144 +Spring 2020,Fall 2020,PASSHE,Millersville University of Pennsylvania,40,Physical Sciences,281 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Bradford,14,Engineering,64 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Bradford,26,Biological Sciences/Life Sciences,106 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Bradford,27,Mathematics,14 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Bradford,40,Physical Sciences,43 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Greensburg,26,Biological Sciences/Life Sciences,208 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Greensburg,27,Mathematics,33 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Greensburg,40,Physical Sciences,26 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Johnstown,14,Engineering,579 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Johnstown,26,Biological Sciences/Life Sciences,203 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Johnstown,27,Mathematics,22 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Johnstown,40,Physical Sciences,69 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Pittsburgh Campus,14,Engineering,2734 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Pittsburgh Campus,26,Biological Sciences/Life Sciences,1583 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Pittsburgh Campus,27,Mathematics,275 +Spring 2020,Fall 2020,State Related,University of Pittsburgh-Pittsburgh Campus,40,Physical Sciences,482 +Spring 2020,Fall 2020,PASSHE,Shippensburg University of Pennsylvania,14,Engineering,229 +Spring 2020,Fall 2020,PASSHE,Shippensburg University of Pennsylvania,26,Biological Sciences/Life Sciences,276 +Spring 2020,Fall 2020,PASSHE,Shippensburg University of Pennsylvania,27,Mathematics,85 +Spring 2020,Fall 2020,PASSHE,Shippensburg University of Pennsylvania,40,Physical Sciences,100 +Spring 2020,Fall 2020,PASSHE,Slippery Rock University of Pennsylvania,14,Engineering,148 +Spring 2020,Fall 2020,PASSHE,Slippery Rock University of Pennsylvania,26,Biological Sciences/Life Sciences,363 +Spring 2020,Fall 2020,PASSHE,Slippery Rock University of Pennsylvania,27,Mathematics,126 +Spring 2020,Fall 2020,PASSHE,Slippery Rock University of Pennsylvania,40,Physical Sciences,178 +Spring 2020,Fall 2020,State Related,Temple University,14,Engineering,1360 +Spring 2020,Fall 2020,State Related,Temple University,26,Biological Sciences/Life Sciences,2175 +Spring 2020,Fall 2020,State Related,Temple University,27,Mathematics,244 +Spring 2020,Fall 2020,State Related,Temple University,40,Physical Sciences,271 +Spring 2020,Fall 2020,PASSHE,West Chester University of Pennsylvania,14,Engineering,36 +Spring 2020,Fall 2020,PASSHE,West Chester University of Pennsylvania,26,Biological Sciences/Life Sciences,760 +Spring 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b/statvar_imports/pennsylvania/pennsylvania_education/test_data/undergraduate_stem_enrollment/undergraduate_stem_enrollment_output.tmcf new file mode 100644 index 0000000000..f74239feaa --- /dev/null +++ b/statvar_imports/pennsylvania/pennsylvania_education/test_data/undergraduate_stem_enrollment/undergraduate_stem_enrollment_output.tmcf @@ -0,0 +1,6 @@ +Node: E:undergraduate_stem_enrollment_output->E0 +observationAbout: C:undergraduate_stem_enrollment_output->observationAbout +observationDate: C:undergraduate_stem_enrollment_output->observationDate +value: C:undergraduate_stem_enrollment_output->value +variableMeasured: C:undergraduate_stem_enrollment_output->variableMeasured +typeOf: dcs:StatVarObservation diff --git a/statvar_imports/pennsylvania/pennsylvania_education/undergraduate_stem_enrollment_places_resolved.csv b/statvar_imports/pennsylvania/pennsylvania_education/undergraduate_stem_enrollment_places_resolved.csv new file mode 100644 index 0000000000..35fb708ed7 --- /dev/null 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