AndreaBozzo/ceres-open-data-index huggingface dataset:
Vegetation - Northern Sierra Nevada Foothills [ds566]

<div style='text-align:Left;'><div><div><p><span>The California Department of Fish and Wildlife (CDFW) contracted the California Native Plant Society (CNPS) and Aerial Information Systems (AIS) to produce a fine-scale vegetation map of the northern Sierra Nevada Foothills region, here defined by the two northern subsections of the USDA's Sierra Nevada Foothills Section (Miles and Goudey 1997). </span></p><p><span>This includes 2.6 million acres of land, with approximately 15 percent under public ownership and 85 percent under private ownership. Vegetation sampling by means of the CNPS Relevé and Rapid Assessment Protocols was used to obtain a total of 710 Relevés and 1691 Rapid Assessments, which were used to develop a quantitative classification based on cluster and indicator species analyses. </span></p><p><span>The resulting classification describes vegetation types according to the National Vegetation Classification System; and was used as a basis for creating a map classification generally at the alliance level, where natural vegetation stands were discernable to that level using 1-meter aerial imagery acquired as part of the National Agricultural Imagery Program (NAIP) in 2005 and 2009. The vegetation map includes 67 map units, of which 54 are natural vegetation map units at the floristic alliance level or higher (group) level and 13 are non-vegetation land use mapping units. The minimum mapping unit (MMU) varies: 2 acres for vegetation alliances, 1 acre for various land types, 1 acre for urban areas and 10 acres for natural vegetation within an urban core. </span></p></div></div></div>
Draft Base Exclusions (Wind) for 2026-2027 IRP

<p>This version of the base exclusions incorporates the latest draft version of the Protected Area Layer and the latest Techno-economic Exclusion layers for wind. The base exclusions form the fundamental exclusion set that the additional planning priorities of the Core Land Use Screen is added to. The merged footprints of these primary two layers are modified by the <a target='_blank' href='https://www.blm.gov/programs/fish-and-wildlife/sagegrouse/blm-sagegrouse-plans' rel='nofollow ugc noopener noreferrer'>Greater Sage-Grouse Habitat Management Areas</a>, as well as the Bureau of Land Management DRECP Land Use Plan Amendment (LUPA)<a target='_blank' href='https://caenergy.maps.arcgis.com/home/item.html?id=4dda40a263db45a399d7e2650427290c' rel='nofollow ugc noopener noreferrer'> development focus areas (DFA), variance process lands</a> (VPL), and <a target='_blank' href='https://caenergy.maps.arcgis.com/home/item.html?id=4a4441abb21d48cd8ba1d777d28ecead' rel='nofollow ugc noopener noreferrer'>the general public lands</a> (GPL). These DRECP LUPA areas allow for renewable energy applications and are therefore exempt (erased) from the base exclusions layer, even if the protected area layer or techno-economic exclusion layer identified the area as an exclusion. The DFAs are partitioned by technology type so that only the DFAs that allow wind energy are applied in this modification.<span>&nbsp; &nbsp;</span></p><p>The area of California remaining after removing the base exclusions is called the resource potential basemap. It forms the starting point (or base) used in renewable resource estimation and defines where environmental and land-use datasets can be applied in exploring implications of renewable resource development.<span>&nbsp;</span></p><p><span>Note: Existing project footprints are also included as part of the base exclusions.</span></p><p>More information is found in the<a target='_blank' href='https://www.cpuc.ca.gov/-/media/cpuc-website/divisions/energy-division/documents/integrated-resource-plan-and-long-term-procurement-plan-irp-ltpp/2024-2026-irp-cycle-events-and-materials/assumptions-for-the-2026-2027-tpp/final_2025_busbar_mappingmag_presentation_cec.pdf' rel='nofollow ugc noopener noreferrer'> CEC presentation</a> from the August 19 webinar, as well as the 2023 <a target='_blank' href='https://www.energy.ca.gov/data-reports/california-energy-planning-library/land-use-screens' rel='nofollow ugc noopener noreferrer'>Land Use Screens Staff Report in the CEC Energy Planning Library</a>.<span style='font-family:&quot;Arial&quot;,sans-serif;'> </span></p>
Multi Year Medi-Cal  Dental Measures Data by County and Age Calendar Year 2013 to 2023

This data set shows the use of Medi-Cal dental benefits by Medi-Cal members displayed by county, age group, and calendar year (for 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, and 2023). This information is displayed in the following categories: Continuity Care oral evaluation or a prophylaxis, Usual Source of Care, Overall Utilization of Dental Services 1 year, 2 years and 3 years. The Medi-Cal members were continuously enrolled in either Dental Managed Care or the dental Fee-for-Service delivery system for the entire measurement period.
Groundfish Recreational Boundaries - R7 - CDFW [ds3143]

<div style='text-align:Left;'><div><div><p style='margin:0 0 11 0;'><span><span>Waters off the coast of California are split into five distinct groundfish management areas used in the regulation and management of groundfish fisheries. All fishing areas extend from the shoreline to 200 miles offshore. The latitudinal boundaries for each fishing area are as follows: </span></span></p><ul><li><p><span><span>Northern Management Area</span></span><span /><span>: The California-Oregon border to Cape Mendocino (40°10' N. latitude), </span></p></li><li><p><span><span>Mendocino Management Area</span></span><span /><span>: Cape Mendocino (40°10' N. latitude) to Point Arena (38°57.5' N. latitude), </span></p></li><li><p><span><span>San Francisco Management Area: </span></span><span /><span>Point Arena (38°57.5' N. latitude) to Pigeon Point (37°11' N. latitude), </span></p></li><li><p><span><span>Central Management Area</span></span><span /><span>: Pigeon Point (37°11' N. latitude) to Point Conception (34°27' N. latitude), </span></p></li><li><p><span><span>Southern Management Area</span></span><span /><span>: Point Conception (34°27' N. latitude) to the U.S.-Mexico border. </span></p></li></ul><p style='margin:0 0 11 0;'><span><span>Attributes: </span></span></p><p style='margin:0 0 11 0;'><span><span>Region: Northern, Mendocino, San Francisco, Central, Southern. </span></span></p><p style='margin:0 0 11 0;'><span>Detail: Latitudinal boundaries of management areas. </span></p></div></div></div>
Preterm and Very Preterm Live Births

This dataset contains percent preterm and very preterm live births by race/ethnic group of mother. Preterm births are all live births less than 37 weeks of gestation. Very preterm births are all live births less than 32 weeks of gestation. Important growth and development occur throughout pregnancy, especially in the final months and weeks. There is a higher risk of serious disability or death the earlier a baby is born. Gestational age is based on obstetric estimate at delivery (OE). Data includes births with gestational age of 17-47 weeks.  Note: The race and ethnic groups in this table utilize eight mutually exclusive race and ethnicity categories. These categories are Hispanic and the following Non-Hispanic categories of Multi-Race, African-American, American Indian (includes Eskimo and Aleut), Asian, Pacific Islander (includes Hawaiian), White (includes Other race) and Unknown (includes refused to state and missing).                                                                                                 

Data should not be compared to other data where gestational age is based on the date of last normal menses (LMP) and not OE. The National Center for Health Statistics recently transitioned to using an OE-based gestational age measure due to increasing evidence  of its greater validity compared with the LMP-based measure. (http://www.cdc.gov/nchs/data/nvsr/nvsr64/nvsr64_05.pdf)
Workforce & Quality Incentive Program Performance

The Workforce & Quality Incentive Program Quarterly Performance Reports (WQIP) contain the following WQIP metrics: acuity-adjusted staffing, staffing completeness, staffing turnover, MDS clinical metrics, MDS data completeness, claims-based clinical metrics, Medi-Cal disproportionate share metric, and MDS racial and ethnic data completeness. The data set will include the distribution of facility-level scores for the currently available performance period data, as well as a comparison to the benchmark values for the MDS clinical and acuity-adjusted staffing hour metrics. If you need to reference the source for the HCAI IDs used in the Quarterly Performance Report, you can find it at [ELMS-OSHPD - Licensed and Certified Healthcare](https://data.chhs.ca.gov/dataset/licensed-facility-crosswalk/resource/cf954841-9ca7-4914-a31f-29ca12c7b71a/ "ELMS-OSHPD - Licensed and Certified Healthcare").
Adult Depression (LGHC Indicator)

This is a source dataset for a Let's Get Healthy California indicator at "https://letsgethealthy.ca.gov/." This table displays the proportion of adults who were ever told they had a depressive disorder in California. It contains data for California only. The data are from the California Behavioral Risk Factor Surveillance Survey (BRFSS). The California BRFSS is an annual cross-sectional health-related telephone survey that collects data about California residents regarding their health-related risk behaviors, chronic health conditions, and use of preventive services. The BRFSS is conducted by Public Health Survey Research Program of California State University, Sacramento under contract from CDPH. This indicator is based on the question: "“Has a doctor, nurse or other health professional EVER told you that you have a depressive disorder (including depression, major depression, dysthymia, or minor depression)?” NOTE: Denominator data and weighting was taken from the California Department of Finance, not U.S. Census. Values may therefore differ from what has been published in the national BRFSS data tables by the Centers for Disease Control and Prevention (CDC) or other federal agencies.
2023 Named Freeways, Highways, Structures and Other Appurtenances in California

Named Freeways, Highways, Structures and Other Appurtenances in California Publication Named Freeways, Highways, Structures and Other Appurtenances in California are shown in the Name Freeway Publication as a reference to the many named facilities that are part of the California State Highway System. This publication provides information on officially named freeways; highways; structures such as bridges, tunnels, and interchanges; Blue Star Memorial Highways; Safety Roadside Rest Areas; and memorial plaques.
Pack Fire Structure Status Map

<p style='margin-bottom:0in;'><font color='#666666' face='Arial, sans-serif'><span style='font-size:16px;'>This map feeds into a web app that allows a user to examine the known status of structures damaged by the wildfire. If a structure point does not appear on the map it may still have been impacted by the fire. Specific addresses can be searched for in the search bar. Use the imagery and topographic basemaps and photos to positively identify a structure. Photos may only be available for damaged and destroyed structures</span></font></p><p style='margin-bottom:0in;'><font color='#666666' face='Arial, sans-serif'><span style='font-size:16px;'><br /></span></font></p><p style='margin-bottom:0in;'><font color='#666666' face='Arial, sans-serif'><span style='font-size:16px;'>For more information about the wildfire response efforts, visit the </span></font><a href='https://www.fire.ca.gov/incidents/' target='_blank' rel='nofollow ugc noopener noreferrer'>CAL FIRE incident page</a><font color='#666666' face='Arial, sans-serif'><span style='font-size:16px;'>.</span></font></p>
Vegetation - Lassen Foothills [ds564]

<div style='text-align:Left;'><div><div><p><span>The Tehama County Resource Conservation District contracted with the California Native Plant Society (CNPS) and Aerial Information Systems (AIS) to produce a fine-scale, spatially and floristically accurate vegetation map of the Lassen Foothills project area.  This area encompasses a 108,400 acre portion of eastern Tehama County and covers three large parcels: South Denny Ranch, Tehama Wildlife Area, and Dye Creek Preserve.  The project area represents a biologically diverse mix of vegetation types including grasslands, riparian, foothill chaparral, and oak woodlands.  Vegetation resources were assessed through new and previous field surveys, classification analysis of 35 vegetation alliances, and mapping of 37 vegetation map units. </span><span>To validate the vegetation map, an accuracy assessment with field verification was conducted by CNPS field staff. </span></p><p><span>The minimum mapping unit (MMU) for the study area is approximately 1/2 hectare. Small wetlands were delineated in many incidences below the MMU. The 1/2 hectare MMU applied for all floristic and structural breaks as required by the contract. </span></p><p><span>More information can be found in the project report, which is bundled with the vegetation map published for BIOS here: </span><a href='https://filelib.wildlife.ca.gov/Public/BDB/GIS/BIOS/Public_Datasets/500_599/ds564.zip' style='text-decoration:underline;' rel='nofollow ugc'><span style='text-decoration:underline;'>https://filelib.wildlife.ca.gov/Public/BDB/GIS/BIOS/Public_Datasets/</span><span>500_599/ds564.zip</span></a></p></div></div></div>
Dental Utilization By Provider

This dataset provides beneficiary and service counts for annual dental visits, dental preventive services, dental treatment, and dental exams by rendering providers (by NPI) for calendar year (CY).  It includes Fee-For-Service (FFS), Geographic Managed Care (GMC), and Pre-Paid Health (PHP) Plans delivery systems. Rendering providers are categorized as either rendering or rendering at a safety net clinic.  Beneficiaries are grouped by Age 0-20 and Age 21+.
Vegetation - Whiskeytown National Recreation Area Vegetation Mapping Project [ds986]

<div style='text-align:Left;'><div><div><p><span>This work was done by Humboldt State University Sponsored Programs. The vegetation map adheres to the 2008 National Vegetation Classification Standard (NVCS) and the Manual of California Vegetation (MCV) around 42,000 acres of the NRA land.  The Association-Alliance map offers maximum classification detail with 38 classes (31 plant associations, 5 alliances, 1 Disturbed class and a Barren class), with the minimum mapping unit being 0.5 hectares. Three source images were acquired by the Ikonos satellite on July 25, 2003 and used a spatial pattern recognition software package called Feature Analyst (Visual Learning Systems 2006) to identify groups of pixels associated with various vegetation categories. The previously developed, vegetation classification at Whiskeytown National Recreation Area served as the basis for making the vegetation map. More information can be found in the project report, found here: https://nrm.dfg.ca.gov/FileHandler.ashx?DocumentID=16313</span></p></div></div></div>
Healthcare Payments Data (HPD): Fee-For-Service Drug Costs

This data includes the top 25 list for costliest prescribed drugs, most frequently prescribed drugs and the prescribed drugs with the highest monthly median out-of-pocket cost for members. Each of these top 25 lists are broken out by payer type (i.e., All Payers, All Payers W/O Medi-Cal, Commercial, Medicare or Medi-Cal) and drug category (i.e., All, Brand, Generic, Biosimilar or Biologic). The includes National Drug Code (NDC), Year, Top 25 Ranking, National Drug Code, Drug Name, number of prescriptions, number of individuals, total costs, average cost per unit, average dispensed units per fill, drug unit of measure, monthly median out-of-pocket cost, 25th percentile for monthly out-of-pocket cost, 75th percentile for monthly out-of-pocket cost, and percent of monthly out-of-pocket cost with zero dollar amounts for each NDC in each top 25 list.
Regulatory Maps

<p style='text-align:justify;'>The Alquist-Priolo Earthquake Fault Zoning Act (1972) and the Seismic Hazards Mapping Act (1990) direct the State Geologist to delineate regulatory &quot;Zones of Required Investigation&quot; to reduce the threat to public health and safety and to minimize the loss of life and property posed by earthquake-triggered ground failures. Cities and counties affected by the zones must regulate certain development &quot;projects&quot; within them. These Acts also require sellers of real property (and their agents) within a mapped hazard zone to disclose at the time of sale that the property lies within such a zone. </p><p style='text-align:justify;'>Fault Evaluation Reports are available for those areas covered by a Regulatory Map however there are reports available for areas outside the Regulatory map boundary. For a complete set of maps available for purchase on CD please contact the CGS Library.</p>
RegMapsLinks 20251120

<p style='text-align:justify;'>The Alquist-Priolo Earthquake Fault Zoning Act (1972) and the Seismic Hazards Mapping Act (1990) direct the State Geologist to delineate regulatory &quot;Zones of Required Investigation&quot; to reduce the threat to public health and safety and to minimize the loss of life and property posed by earthquake-triggered ground failures. Cities and counties affected by the zones must regulate certain development &quot;projects&quot; within them. These Acts also require sellers of real property (and their agents) within a mapped hazard zone to disclose at the time of sale that the property lies within such a zone. </p><p style='text-align:justify;'>Fault Evaluation Reports are available for those areas covered by a Regulatory Map however there are reports available for areas outside the Regulatory map boundary. For a complete set of maps available for purchase on CD please contact the CGS Library.</p>
MAIN - AB 1236 Compliance Status

The “EV Charging Station Permit Streamlining Map” (EVCS Streamlining Map) is a living companion to the <a href='https://business.ca.gov/wp-content/uploads/2019/12/GoBIZ-EVCharging-Guidebook.pdf' rel='nofollow ugc'>2023 Electric Vehicle Charging Station Permitting Guidebook</a>. Its purpose is to create a shared, understanding of EVCS permit streamlining across the state, and track compliance with California laws <a href='https://leginfo.legislature.ca.gov/faces/billTextClient.xhtml?bill_id=201520160AB1236' rel='nofollow ugc'>AB 1236 (2015)</a> and <a href='https://leginfo.legislature.ca.gov/faces/billNavClient.xhtml?bill_id=202120220AB970' rel='nofollow ugc'>AB 970 (2021)</a>.
CGS Landslide Zones

<div style='text-align:Left;'><div><div><p style='text-align:justify;'><span>This is a digital Seismic Hazard Zone Map presenting areas where liquefaction and landslides may occur during a strong earthquake. Three types of geological hazards, referred to as seismic hazard zones, may be featured on the map: 1) liquefaction, 2) earthquake-induced landslides, and 3) overlapping liquefaction and earthquake-induced landslides. In addition, a fourth feature may be included representing areas not evaluated for liquefaction or earthquake-induced landslides. Developers of properties falling within any of the three zones may be required to investigate the potential hazard and mitigate its threat during the local permitting process.</span></p></div></div></div>
CGS Seismic Hazards Program: Landslide Zones

<div style='text-align:justify;'>This is a digital Seismic Hazard Zone Map presenting areas where liquefaction and landslides may occur during a strong earthquake. Three types of geological hazards, referred to as seismic hazard zones, may be featured on the map: 1) liquefaction, 2) earthquake-induced landslides, and 3) overlapping liquefaction and earthquake-induced landslides. In addition, a fourth feature may be included representing areas not evaluated for liquefaction or earthquake-induced landslides. Developers of properties falling within any of the three zones may be required to investigate the potential hazard and mitigate its threat during the local permitting process.</div>
Earthquake Zones of Required Investigation Maps and Reports

<p style='text-align:justify;'>The Alquist-Priolo Earthquake Fault Zoning Act (1972) and the Seismic Hazards Mapping Act (1990) direct the State Geologist to delineate regulatory &quot;Zones of Required Investigation&quot; to reduce the threat to public health and safety and to minimize the loss of life and property posed by earthquake-triggered ground failures. Cities and counties affected by the zones must regulate certain development &quot;projects&quot; within them. These Acts also require sellers of real property (and their agents) within a mapped hazard zone to disclose at the time of sale that the property lies within such a zone. </p><p style='text-align:justify;'>Fault Evaluation Reports are available for those areas covered by a Regulatory Map however there are reports available for areas outside the Regulatory map boundary. For a complete set of maps available for purchase on CD please contact the CGS Library.</p>
Vancomycin-Resistant Enterococci (VRE) Bloodstream Infections in California Hospitals

California Health and Safety Code section 1288.55(a)(1) requires general acute care hospitals to report all cases of vancomycin-resistant enterococci (VRE) bloodstream infections (BSI) to the California Department of Public Health (CDPH). Hospitals report VRE data to CDPH via the Centers for Disease Control and Prevention (CDC) National Healthcare Safety Network (NHSN) following NHSN protocols and definitions. 

CDPH downloads California hospital VRE BSI data from NHSN and analyzes the data to describe prevention progress in an annual public report of healthcare-associated infections. CDPH publishes annual VRE BSI data in datasets that include the number of VRE BSI reported by each California hospital in the specified reporting year and the hospital-onset VRE BSI rate. The VRE BSI rate is calculated by dividing the number of cases by the total number of patient days; the rate is then reported per 10,000 patient days. VRE BSI rates are not risk adjusted because there are no such methods available at this time. Aggregate mean rates used for comparisons are stratified by hospital type (and for community hospitals, by bed size). The unadjusted VRE BSI rates herein are affected by the clinical services provided, infection control practices, and surveillance methods. 

Detailed information about the variables included in each dataset are described in the accompanying data dictionaries for the year of interest.

For general information about NHSN, surveillance definitions, and reporting requirements for VRE, please visit: https://www.cdc.gov/nhsn/index.html 

To link the CDPH facility IDs with those from other Departments, including OSHPD, please reference the "Licensed Facility Cross-Walk" Open Data table at: https://data.chhs.ca.gov/dataset/licensed-facility-crosswalk.

For information about healthcare-associated infection prevention progress in California hospitals and statewide prevention goals, please visit: https://www.cdph.ca.gov/Programs/CHCQ/HAI/Pages/HAIreport.aspx
Providers Delivering Family Planning, Access, Care, and Treatment (PACT) Services, by Fiscal Years

This data file contains information on the number of providers delivering services through the Family Planning, Access, Care, and Treatment (Family PACT) Program from July 1, 2003, through the current Fiscal Year (FY) of available data.  Delivering Family PACT services is defined as having been reimbursed for at least one claim for any services through Family PACT. Providers for whom all Family PACT claims have been denied were not designated as delivering providers. All Family PACT providers must also be enrolled as Medi-Cal providers, and Medi-Cal clinician providers who are not enrolled in Family PACT may provide Family PACT services by referral from an enrolled Family PACT provider. For example, if a laboratory or pharmacy is associated with a clinician provider both the laboratory or pharmacy and the clinician are counted. Medi-Cal providers often deliver specialized services as Family PACT provider may not perform, such as sterilization.