AndreaBozzo/ceres-open-data-index huggingface dataset:
Public Transit Services and Reduced-fare Programs by County Current Transportation

This dataset lists all public transit services and reduced-fare programs currently provided in each county of PA. Public transportation is available in every county in Pennsylvania, with a wide range of services including: - Fixed-route transit service in Philadelphia, Pittsburgh, 21 small urban areas, and 22 rural areas - 44 systems offering shared-ride services in all Pennsylvania counties - 13 intercity bus routes - Keystone Corridor Amtrak service, running from Harrisburg to New York by way of Philadelphia, and Pennsylvanian Amtrak service running from Pittsburgh to Philadelphia - 66 counties with rural transportation for persons with disabilities NOTE: Service providers offering two or more reduced-fare programs have duplicate records to reflect the various programs and to allow sorting by program type.
Quarterly Census of Employment and Wages (QCEW) 2016-2018 County Labor and Industry

New Dataset for 2019 - Current by Quarter is now available - [ Quarterly Census of Employment and Wages (QCEW) 2019 - Current County Labor and Industry] The Quarterly Census of Employment and Wages (QCEW) dataset provides information about the number of establishments within a geographic area by industry as well as the average number of employees and average weekly wages paid. QCEW is the universe of employment covered under Pennsylvania’s unemployment insurance laws. QCEW employment is based on the location of the position not where the person resides.
Quarterly Census of Employment and Wages (QCEW) 2019 - Current County Labor and Industry

Prior Dataset for 2016 - 2018 Annual available - [ Quarterly Census of Employment and Wages (QCEW) 2016 - 2018 County Labor and Industry] The Quarterly Census of Employment and Wages (QCEW) dataset provides information about the number of establishments within a geographic area by industry as well as the average number of employees and average weekly wages paid. QCEW is the universe of employment covered under Pennsylvania’s unemployment insurance laws. QCEW employment is based on the location of the position not where the person resides.
Safe Drinking Water Sample Results Information Systems Pennsylvania 2010 - Current Environmental Protection

Pennsylvania collects and manages public drinking water system information in the Pennsylvania Drinking Water Information System (PADWIS). The data includes water system inventory information, drinking water sample results for testing required by the regulations and violations of PA Safe Drinking Water Regulations, pertaining to monitoring/reporting requirements, MCL exceedances, and treatment techniques. Much of this data is searchable via the www.drinkingwater.state.pa.us website. This set contains drinking water sample results reported on behalf of Pennsylvania’s regulated public water supplies. The data is updated quarterly.
Rate of Dependent Children Removed from their Home Where Parental Drug Use was Factor FFY 2017 - Current Human Services

This dataset summarizes the number of dependent children (less than 18 years old) removed from households due to parental drug abuse. The data indicates if the dependent children were placed in kinship care or not. The total number of children in this data set are provided by the U.S. Census Bureau’s American Community Survey (ACS), which publishes 5 year estimates of the population. The most recent year of entries in this data set may be available before the corresponding ACS population estimates for that year are published. In that case, the data set uses values from the most recently published ACS estimates and notes the year from which those estimates are pulled. These values are updated once the Census Bureau releases the most recent estimates.” *Kinship care refers to the care of children by relatives or, in some jurisdictions, close family friends (often referred to as fictive kin). Relatives are the preferred resource for children who must be removed from their birth parents because it maintains the children's connections with their families. *The Adoption and Foster Care Analysis and Reporting System (AFCARS) definition of parental drug abuse is “Principal caretaker’s compulsive use of drugs that is not of a temporary nature.”
Rate of Hospitalizations for Opioid Overdose per 100,000 Residents by Category Principle Diagnosis CY 2016-2017 County Health Care Cost Containment Council (PHC4)

County rates of hospitalizations for opioid overdose categorized by principal diagnosis of heroin or opioid pain medication overdose per 100,000 residents. This analysis is restricted to Pennsylvania residents age 15 and older who were hospitalized in Pennsylvania general acute care hospitals. Disclaimer: PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers. PHC4 agents and staff make no representation, guarantee, or warranty, expressed or implied that the data received from the hospitals are error-free, or that the use of this data will prevent differences of opinion or disputes with those who use published reports or purchased data. PHC4 will bear no responsibility or liability for the results or consequences of its use.
Rate of Hospitalizations for Opioid Overdose per 100,000 Residents by Demographics CY 2016- 2017 Statewide Health Care Cost Containment Council (PHC4)

Rate of hospitalization for opioid overdose per 100,000 PA Residents categorized by principal diagnosis of heroin or opioid pain medication overdose by year and demographic. This analysis is restricted to Pennsylvania residents age 15 and older who were hospitalized in Pennsylvania general acute care hospitals. Disclaimer: PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers. PHC4 agents and staff make no representation, guarantee, or warranty, expressed or implied that the data received from the hospitals are error-free, or that the use of this data will prevent differences of opinion or disputes with those who use published reports or purchased data. PHC4 will bear no responsibility or liability for the results or consequences of its use.
Rate of Neonatal Abstinence Syndrome per 1,000 Newborn Stays by County of Residence FYs 2016-2017 Health Care Cost Containment Council (PHC4)

Countywide counts of newborn hospital stays with Neonatal Abstinence Syndrome (NAS) and countywide rates of newborn hospital stays with (NAS) per 1,000 newborn stays. Neonatal Abstinence Syndrome, or neonatal drug withdrawal, is an array of problems that develops shortly after birth in newborns who were exposed to addictive drugs, most often opioids, while in the mother’s womb. Withdrawal signs develop because these newborns are no longer exposed to the drug for which they have become physically dependent. This analysis is restricted to newborns with Pennsylvania-state residence who were hospitalized in Pennsylvania hospitals. Disclaimer: Pennsylvania Health Care Cost Containment Council (PHC4) database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers. PHC4 agents and staff make no representation, guarantee, or warranty, expressed or implied that the data received from the hospitals are error-free, or that the use of this data will prevent differences of opinion or disputes with those who use published reports or purchased data. PHC4 will bear no responsibility or liability for the results or consequences of its use.
Rate of Neonatal Abstinence Syndrome per 1,000 Newborn Stays FYs 2000-2001 to FYs 2016-2017 Statewide Health Care Cost Containment Council (PHC4)

Statewide rates of newborn hospital stays with Neonatal Abstinence Syndrome (NAS) per 1,000 newborn stays. Neonatal Abstinence Syndrome, or neonatal drug withdrawal, is an array of problems that develops shortly after birth in newborns who were exposed to addictive drugs, most often opioids, while in the mother’s womb. Withdrawal signs develop because these newborns are no longer exposed to the drug for which they have become physically dependent. This analysis is restricted to newborns with Pennsylvania-state residence who were hospitalized in Pennsylvania hospitals. Disclaimer: PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers. PHC4 agents and staff make no representation, guarantee, or warranty, expressed or implied that the data received from the hospitals are error-free, or that the use of this data will prevent differences of opinion or disputes with those who use published reports or purchased data. PHC4 will bear no responsibility or liability for the results or consequences of its use.
Rate of Neonatal Hospital Stays with Withdrawal Symptoms from Maternal Use of Drugs of Addiction CY 2016-Current County Health Care Cost Containment Council (PHC4)

This indicator includes the rate of neonatal hospital stays in which there is a diagnosis of withdrawal symptoms from maternal use of drugs of addiction in the first 28 days of life, relative to the total number of birth hospitalizations. Analyses were completed by the University of Pittsburgh using data from the PA Health Care Cost Containment Council and in cooperation with PA DOH. PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers.
Rate of Newborn Hospital Stays with Withdrawal Symptoms from Maternal Use of Drugs of Addiction or Maternal Substance Exposure CY 2016-Current County Health Care Cost Containment Council (PHC4)

This dataset summarizes the rate of newborn/neonatal hospital stays in which there is a diagnosis of withdrawal symptoms from maternal use of drugs of addiction or diagnosis of maternal substance exposure in the first 28 days of life, relative to the total number of birth hospitalizations. Analyses were completed by the University of Pittsburgh using data from the PA Health Care Cost Containment Council and in cooperation with PA DOH. PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers.
Rate of Newborns on Medical Assistance (MA) with Neonatal Abstinence Syndrome (NAS) Withdrawal Symptoms or Affected by Maternal Addictive Drug Use  CY 2016 - Current Human Services

This dataset summarizes the number of live births in 2016 or 2017 and indicates how many of those neonates or newborns on Medical Assistance (MA) were diagnosed in their first 90 days of life with Neonatal Abstinence Syndrome (NAS) (withdrawal symptoms or otherwise affected from maternal use of drugs of addiction).
Rate of Women Diagnosed with Opioid Use Disorder (OUD) during Pregnancy CY 2016 - Current Statewide Health Care Cost Containment Council (PHC4)

This dataset summarizes the number of women (12 to 55 years old) with a delivery and indicates how many of those women were diagnosed with opioid use disorder (OUD) during their pregnancy. Delivery includes live birth or stillbirth. Data collection started in 2016 and will be updated quarterly as data becomes available. Analyses were completed by the University of Pittsburgh using data from the PA Health Care Cost Containment Council and in cooperation with PA DOH. PHC4’s database contains statewide hospital discharge data submitted to PHC4 by Pennsylvania hospitals. Every reasonable effort has been made to ensure the accuracy of the information obtained from the Uniform Claims and Billing Form (UB-82/92/04) data elements. Computer collection edits and validation edits provide opportunity to correct specific errors that may have occurred prior to, during or after submission of data. The ultimate responsibility for data accuracy lies with individual providers.
Rate of Women on Medical Assistance (MA) Diagnosed with Opioid Use Disorder (OUD) during Pregnancy CY 2016-Current Statewide Department of Human Services (DHS)

This dataset summarizes the number of women on Medical Assistance (MA) ages 12 to 55 years old with a delivery and indicates how many of those women were diagnosed with Opioid Use Disorder (OUD) during their pregnancy. Delivery includes live birth or stillbirth. Data collection started in 2016 and will be updated quarterly as data becomes available.
Recidivism 2000 - Current Annual Corrections

Three different measures of recidivism (rearrest, reincarceration, and overall recidivism) have been used by the DOC in a recent report to further explore the effects of recidivism on the criminal justice system. The DOC defines rearrest as: “the first instance of arrest after the individual is released from the custody of the DOC.” The DOC defines reincarceration as: “the first instance of returning to the custody of the DOC after the individual is released from the DOC.” The DOC defines overall recidivism as: “the first instance of any type of rearrest or reincarceration after the individual is released from the DOC.” - The 3-year rearrest rates have been consistently higher than the 3-year reincarceration rates. - The overall recidivism rates have remained relatively stable. - From 2000 to 2013, rearrest rates appear to grow consistently before trending downward in recent years (e.g. 3-year rate has been below 50.0% in 4 of the last 5 years). - The 2013 3-year reincarceration rate was down slightly at 43.7%, still lower than all the 3-year rates prior to 2008. - The 2013 3-year overall recidivism rate dropped to 60.9%. This was the second lowest overall recidivism rate in the past 13 years (with 2011 being lowest at 59.9%) - The 2015 1-year rates were all up slightly. These statistics are based on a cohort of inmates.
Registered Businesses in PA Current by County Department of State

This dataset contains counts of active business registrations in Pennsylvania and is broken down by County. For a Distinct count and view of each business, [please select the Filtered View here] OR [select the Storyboard here for additional information and help with filtering the dataset.] That View will provide a dataset with one row per business, and an opportunity to query and download the data. The Storyboard provides general information about the business registration process, offers a multiple selection filter option, along with a view of the data and an opportunity to download the data. It also provides additional links to help with filing a business and a link to the Department of State website. There can be multiple rows per business due to the Governor/Officer column identifying those individuals with those positions in the company. ALL active business registrations in the data to include: business corporations, nonprofit corporations, limited liability companies, limited partnerships, limited liability partnerships, limited liability limited partnerships, business trusts, land banks, municipal and other authorities. **Due to statutory limitations in removing businesses no longer in operation from our database, this data shows a larger number of active businesses than currently exist. Note: Previously titled Active Business Registrations Year 1768 – Current by County
Reproductive Services Site Information

You do not need to be a resident of Pennsylvania to receive abortion services in the state. We do not collect any search data. Information for Reproductive Services Statewide. If you are not ready to get pregnant or have a child, you should consider accessing contraception, reproductive health, and family planning services. These services aim to help people prevent unwanted pregnancies, help families achieve a desired number and spacing of pregnancies, provide pregnancy testing and counseling, and maintain and achieve overall health and wellness.
Risky Prescribing Measures Quarter 3 2016 - Current Quarterly County & Statewide Health

View quarterly trends in Risky Prescribing Measures, including: o Number/Rate of Individuals Seeing 5+ Prescribers and 5+ Dispensers: Number of individuals who received prescriptions from 5 or more prescribers AND 5 or more dispensers for any Schedule II-V substance in a 3-month period. This measure is also referred to as Multiple Provider Episodes. County rates are calculated based on the patient’s county of residence. o Number/Rate of Individuals Seeing 4+ Prescribers and 4+ Dispensers: Number of individuals who received prescriptions from 5 or more prescribers AND 5 or more dispensers for any Schedule II-V substance in a 3-month period. This measure is also referred to as Multiple Provider Episodes. County rates are calculated based on the patient’s county of residence. o Number/Rate of Individuals Seeing 3+ Prescribers and 3+ Dispensers: Number of individuals who received prescriptions from 5 or more prescribers AND 5 or more dispensers for any Schedule II-V substance in a 3-month period. This measure is also referred to as Multiple Provider Episodes. County rates are calculated based on the patient’s county of residence. o Number/Rate of Individuals with an Average Daily MME >50, >90 or >120: Average Daily MME is calculated as the sum of the total MME on each day in a time period based on all prescriptions an individual has filled divided by the number of days in the prescription(s). Measures include the number and rate of individuals prescribed greater than 50 MME per day, greater than 90 MME per day, or greater than 120 MME per day and is based on the patient’s county of residence. o Number/Rate of Individuals with Overlapping Opioid/Benzodiazepine Prescriptions: Number of individuals receiving overlapping opioid and benzodiazepine prescriptions during a given quarter. This measure is based on the patients’ county of residence. o Number/Rate of Individuals with > 30 Days of Overlapping Opioid/Benzodiazepine Prescriptions: Number and rate of individuals receiving overlapping opioid and benzodiazepine prescriptions for 30 days or more during a given quarter using state/county populations as denominators. This measure is based on the patients’ county of residence. Please see PDMP Data Technical Notes for additional details: https://www.health.pa.gov/topics/programs/PDMP/Pages/Data.aspx
Safe Drinking Water Facilities Information System for Pennsylvania 2018 - Current Environmental Protection

Safe Drinking Water Information System (SDWIS) is EPA’s national database that manages and collects public water system information from states, including reports of drinking water standard violations, reporting and monitoring violations, and other basic information. The data derived in the State of Pennsylvania is published and searchable online on the www.pa.gov website. This set contains the Water System Facility data, which will be updated annually for the prior calendar year in the first Quarter of the following year.
Safe Schools Drug and Alcohol Use 2012 - Current School Year County Education

This dataset contains summary information by county on Incidents involving Drug and Alcohol reported use in Schools. School categories are Public School, Charter, Intermediate, Vo-Tech, Non-Public and other. The data count fields are suppressed when less than 11. The data and more information is also published and searchable online on the https://www.education.pa.gov/Schools/safeschools/Pages/default.aspx website under School Safety. Here are the infraction codes and definitions that are utilized within this report as found within appendix Z of the PIMS manual: http://www.education.pa.gov/Documents/Teachers-Administrators/PIMS/PIMS%20Manuals/2017-2018%20PIMS%20Manual%20Vol%202.pdf
School District Yearly Market Value Report Certified 2016 Community and Economic Development

State Tax Equalization Board's 2016 School District Yearly Market Values, as of August 16, 2017. A note of caution: A municipality can update information at any time after submission of a form. The Municipal Statistics site is built to reflect any data updates, the following day, in the Public Reports section of the Municipal Statistics site. http://munstats.pa.gov/public/
Secondary Perkins V Indicators by Fiscal Agent SY 2019-2020 - Current Education

Data Format Updated June 2025 This dataset contains the Secondary Perkins Indicators by Fiscal Agent for school years. Secondary Perkins Indicators change with each reauthorization of the Carl D. Perkins Career and Technical Education Improvement Act. School Year 2019 - 2020 Anomalies 2S1 - Academic Proficiency in Reading/Language Arts - Not Collected Due to COVID 19 Waiver 2S2 - Academic Proficiency in Mathematics - Not Collected Due to COVID 19 Waiver 2S3 - Academic Proficiency in Science/Biology - Performance Measure Not Collected until 2022-2023 School Year. 5S1 – Recognized Postsecondary Credential - Not Collected Due to COVID 19 Waiver 5S4 - Technical Skill Attainment - Not Collected Due to COVID 19 Waiver School Year 2020 - 2021 Anomalies 2S3 - Academic Proficiency in Science/Biology - Performance Measure Not Collected until 2022-2023 School Year. School Year 2021 - 2022 Anomalies 2S3 - Academic Proficiency in Science/Biology - Performance Measure Not Collected until 2022-2023 School Year. For additional information on Perkins Indicators please visit [Perkins].