AndreaBozzo/ceres-open-data-index huggingface dataset:
PDI (Police Data Initiative) Officer Involved Shootings

*This information will not be updated while the Cincinnati Police Department undergoes transfer to a new data management system.* Data Description: This data represents officer involved shooting incidents by the Cincinnati Police Department. An officer involved shooting (OIS) may be defined as the discharge of a firearm, which may include accidental and intentional discharges, by a police officer, whether on or off duty. Data Creation: This data is created through reporting by the Cincinnati Police Department. Data Created By: The source of this data is the Cincinnati Police Department. Refresh Frequency: This information will not be updated while the Cincinnati Police Department undergoes transfer to a new data management system. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/c64e-ybfz/ Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad Disclaimer: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident.
PDI (Police Data Initiative) Crime Incidents

Note: Due to the RMS change for CPS, this data set stops on 6/2/2024. For records beginning on 6/3/2024, please see the dataset at this link: https://data.cincinnati-oh.gov/safety/Reported-Crime-STARS-Category-Offenses-/7aqy-xrv9/about_data Data Description: This data represents reported Crime Incidents in the City of Cincinnati. Incidents are the records, of reported crimes, collated by an agency for management. Incidents are typically housed in a Records Management System (RMS) that stores agency-wide data about law enforcement operations. This does not include police calls for service, arrest information, final case determination, or any other incident outcome data. Data Creation: The Cincinnati Police Department's (CPD) records crime incidents in the City through Records Management System (RMS) that stores agency-wide data about law enforcement operations. Data Created By: The source of this data is the Cincinnati Police Department. Refresh Frequency: This data is updated daily. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/8eaa-xrvz Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad Disclaimer: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident.
PDI (Police Data Initiative) Assaults on Officers

*This information will not be updated while the Cincinnati Police Department undergoes transfer to a new data management system.* Data Description: This data represents documented assaults on officers. Assaults on Officers may be defined as the assault of duly sworn city, university and college, county, state, tribal, and federal law enforcement officers. Incidents that are identified as an assault on an officer can include but are not limited to crimes such as aggravated assault, robbery, theft, vandalism, targeted assault (knowingly harming and officer), and recklessly harming an officer. Data Creation: This data is recorded using the City's Record Management System (RMS) that stores agency-wide data about law enforcement operations. Data Created By: The source of this data is the Cincinnati Police Department. Refresh Frequency: This information will not be updated while the Cincinnati Police Department undergoes transfer to a new data management system. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/mrju-z9ui Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad Disclaimer: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident. DISCLAIMER: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident.
Smart 911 Enrollments

Data Description: In July 2018, the City of Cincinnati launched an emergency communication tool, Smart911, that provides 9-1-1 call takers and first responders with additional critical information about participating residents. This technology helps reduce response times and provide first responders with vital information that can help improve incident outcomes. Through Smart911, residents can create a secure “Safety Profile” that will automatically display to emergency call takers immediately upon placing a 9-1-1 call. When a call comes in, a call taker will see a user’s Safety Profile as well as a Facility Profile about their current location. For more information on Smart911 please visit: https://www.cincinnati-oh.gov/cityofcincinnati/news/smart911-tech-now-available-in-cincinnati/ This data set contains the total amount of enrollments in Hamilton County from July 2018 to present. This data allows users to view total enrollment by web site, application or overall. Additionally, the data can be filtered to show enrollment by zip code or by week. Data Creation: This data is created when individuals create a “Safety Profile” through Smart911. Data Created By: The source of this data is Rave Mobile Safety and ECC. Refresh Frequency: This data set is updated weekly. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/snnn-n6ic Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Licenses (and Use Permits)

Data Description: This data set contains all license & use permits issued by City of Cincinnati departments (including Buildings & Inspections; Cincinnati Fire Department; Cincinnati Health Department; Transportation & Engineering; and Finance Department). Licenses range from food service operation, to open flame permits, to swimming pool licenses. This data set also contains licenses & use permits issued by other Hamilton County jurisdictions. Data Creation: All data is input by the respective licensing agencies, and stored by Cincinnati Area Geographic Information Systems (CAGIS). This data is also available on the CAGIS Property Activity Report website: http://cagismaps.hamilton-co.org/PropertyActivity/cagisreport Data Created By: CAGIS Refresh Frequency: Daily Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this data set. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Inspections & Certificates

Data Description: This data set contains all inspections issued/performed by City of Cincinnati Departments (including Buildings & Inspections; Cincinnati Fire Department; Cincinnati Health Department; Cincinnati Parks; and Trade/Development), as well as Inspections Bureau Inc (IBI) and Hamilton County departments. Inspections range from electrical surveys, to swimming pools/spas, to elevator inspections, daycare inspections, and more. This data covers inspections since 1999 through present day. Data Creation: All data is input by respective agencies, and maintained/stored by Cincinnati Area Geographic Information Systems (CAGIS), and is additionally available on CAGIS Property Activity Report website: http://cagismaps.hamilton-co.org/PropertyActivity/cagisreport Data Created By: CAGIS Refresh Frequency: Daily Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Historical Greenspace Cleanings (2016 Plan)

Data Description: This dataset contains cleanings of greenspace sites in the 2016 Greenspace Maintenance Plan. This data is for site cleanings from January 2016 to April 2018. Data Creation: Department of Public Services (DPS) recorded data on all greenspace site cleanings. Data Created By: DPS Refresh Frequency: Daily CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/wh9h-zdqz Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.).
Vision Zero Projects

Data Description: Vision Zero is a strategy to eliminate all traffic-related deaths and severe injuries, while increasing safe, healthy, equitable mobility for all. This data set is a log of funded projects through the Vision Zero Initiative from 2019 to present. For more information on the City's Vision Zero Initiative visit: https://www.cincinnati-oh.gov/visionzero/ Data Creation: Manual collection by the Department of Transportation and Engineering Data Created By: Department of Transportation and Engineering Refresh Frequency: This data is updated as projects are planned or completed. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/8icv-g4s9 Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Waster Haulers

Data Description: A list of all of the haulers that are bonded and permitted with MSD and are allowed to discharge at the MSD Septage Receiving Station and the categories which they are approved to haul. Data Creation: This data is maintained by MSD. Data Created By: Metropolitan Sewer District (MSD) Refresh Frequency: Daily Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this data set. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Temporary Emergency Leave Employees

Effective April 5, 2020 the City of Cincinnati is transitioning to a new temporary staffing model citywide. While every City position is vital in terms of our general operations, for the time being we are moving to a COVID-19 response and core critical service only model. In order to meet staffing needs, limit community spread and cope with other mitigating circumstances, the City implemented a Temporary Emergency Leave (TEL) process for the majority of employees deemed noncritical to providing core services or addressing the public health emergency response. This data set is updated as changes are made to the list, usage and references to this data set should include the date and time it was pulled. This dataset will be updated daily.
Year to Date Vehicle GPS Data: Department of Public Services

*This information will not be updated while the vendor undergoes transfer to a new data management system.* Data Description: GPS path data for vehicles used by the Department of Public Services equipped with a GPS since the start of the year. This includes street sweepers, trash packers, and snowplows. Data Creation: Data generated by GPS units on DPS vehicles Data Created By: DPS Refresh Frequency: This information will not be updated while the vendor undergoes transfer to a new data management system. Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
Reported Crime (STARS Category Offenses) on or after 6/3/2024

CPD and OPDA are continuously working together to regularly review and improve how crime data is shared with the community. Updates will be tracked at this link: https://insights.cincinnati-oh.gov/stories/s/Banner-Statements-for-Reported-Crime/tcg6-ci6n/ Data Description: This data represents reported Crime incidents reported by STARS offense category Incidents are the records, of reported crimes, collated by an agency for management. Incidents are typically housed in a Records Management System (RMS) that stores agency-wide data about law enforcement operations. This does not include police calls for service, arrest information, final case determination, or any other incident outcome data. Data Creation: The Cincinnati Police Department's (CPD) records crime incidents in the City through Records Management System (RMS) that stores agency-wide data about law enforcement operations. NOTE: CPD transitioned to a new RMS on June 3rd, 2024. Columns may differ before or after that date due to differences in the way the RMS stores the information. To view Records from before 6/3/2024 visit this link: https://data.cincinnati-oh.gov/safety/Reported-Crime-STARS-Category-Offenses-before-6-3-/8xzn-kpn7/about_data Data Created By: The source of this data is the Cincinnati Police Department. Refresh Frequency: This data is updated daily. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/8eaa-xrvz Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad Disclaimer: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident.
Historic Greenspace Maintenance Plan (2016)

Data Description: This dataset is an inventory of sites in the 2016 Greenspace Maintenance Plan. The Department of Public Services (DPS) is responsible for cleaning City greenspaces, including steps, guardrails, right-of-way and lots. This plan was created an implemented in 2016, and served as the site inventory from January 2016 to April 2018. Data Creation: Created by the Department of Public Services as part of the Greenspace Maintenacne Plan in 2016. Data Created By: Department of Public Services Refresh Frequency: N/A CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/wh9h-zdqz Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.).