AndreaBozzo/ceres-open-data-index huggingface dataset:
Police Calls for Service

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This dataset has been published by the Virginia Beach Police Department, data.virginiabeach.gov The mission of data.virginiabeach.gov is to provide timely and accurate City information to increase government transparency and access to useful and well organized data by the general public, non-governmental organizations, and City of Virginia Beach employees.  Any questions about this dataset or request for information, please contact the data owner - Virginia Beach Police Department at - </span>vbpdpublicaffairs@vbgov.com or 757-385-4097 - <a href='https://www.vbgov.com/government/departments/police/chiefs-office/Pages/publicaffairs.aspx' target='_blank' rel='nofollow ugc noopener noreferrer'>VBPD Public Affairs Office</a><div><br /></div><div><div>The following five priority codes are assigned to each call for service depending on the severity of the incident. </div><div><br /></div><div>Priority 1 - Life threatening situations in progress or which have just occurred and where an immediate response is necessary to preserve property and crime scenes or to prevent the situation from escalating.  Examples include accidents with injuries, burglaries in progress, and violent domestics.</div><div>Priority 2 - Life threatening situations in progress or which have just occurred and where an immediate response is necessary to preserve property and crime scenes or to prevent the situation from escalating.  Examples include accidents with injuries, burglaries in progress, and violent domestics.</div><div>Priority 3 - Misdemeanors in progress or that have just occurred. Examples include accidents with no injuries, burglar alarms, suspicious persons, domestics with no weapons, prowler.</div><div>Priority 4 - Cold crimes that require reporting and other situations that would not be impacted by delayed response.  Examples include reports taken by telephone in the Telephone Reporting Unit, abandoned autos, nuisance calls, pick-up prisoner, found property.</div><div>Priority 5 - Situations where no reportable offense has occurred. </div></div><div><br /></div>
2016 Final WQA Monitoring Stations

Sites within Virginia where DEQ or other data providers have collected water column, sediment, fish tissue or benthic macroinvertebrate samples within the given assessment data window (2016). Attributes assigned to each station are summarized based on samples collected per station ID. QA/QC checks are performed on the database to verify attribute and spatial accuracy, however errors may still occur.  Please direct any questions about attribute accuracy to the Data Distributor. The geospatial product is maintained and updated by VA DEQ each assessment cycle (biennially) using the most current data provided. Stations not monitored within the given data window may be included for clarification of assessment unit ID status but have no data within the parameter columns. See the Comments fields for those instances.  Metadata is provided in the data Fact Sheet which contains contact information, process steps, attribute descriptions, and distribution information.
Radon Potential Areas

Areas of radon potential within Fairfax County.  These areas were developed by short-term test results from a study conducted by the Fairfax County Health Department during the winters of 1986-87 and 1987-88. More information on the <a href='https://www.fairfaxcounty.gov/health/environment/air/radon' target='_blank'>Fairfax County Health Department's radon website</a>.
Marumsco Soils

Marumsco soils in Fairfax County.  Marumsco soils are mapped in complexes with other soil types.  The complexes are highly variable and consist of combinations of clays, silts, sands, and gravels.  They may also be problematic.  In steep areas that contain clays known as &quot;marine clays&quot; slope stability can be a problem.  In addition, structures constructed on clays found in this complex could suffer foundation distress if adequate precautions are not taken during design and construction.
Reservoirs (2022 Final WQA IR Assessment)

<div><span style='font-family:&quot;Open Sans&quot;, &quot;Avenir Next&quot;; font-size:16px;'>Polygon layer of lakes and reservoirs within Virginia included in the final 2022 305(b)/303(d) Integrated Report.</span><br /></div><div><br /></div><div><a href='https://gisdata.deq.virginia.gov/mapper_ext/DataFactSheets/Water_Watersheds/2022_IR_AU_FeatureClasses.pdf' target='_blank' rel='nofollow ugc noopener noreferrer'>Click Here</a> to view Data Fact Sheet. </div>
Resource Protection Areas

<p><font color='#000000' face='Times New Roman' size='3'>

</font><font color='#000000' face='Times New Roman' size='3'>The Chesapeake Bay Preservation Ordinance was adopted to
protect our local streams and one of the world's most productive estuaries, the
Chesapeake Bay, from pollution due to land use and development. All of Fairfax
County drains into the Potomac River and ultimately the Chesapeake Bay. In an
effort to protect and improve the quality of these waterways, sensitive areas
along streams throughout Fairfax County have been designated as Resource
Protection Areas.</font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>State regulations require that Resource Protection Areas
(RPAs) be designated around all water bodies with perennial flow. Perennial
flow means that water always flows in the stream or other water body except
during periods of drought. The Department of Public Works and Environmental
Services conducted field studies to identify all perennial streams throughout
the county and used this information to prepare a set of maps showing the
location of RPAs as defined under the revised Ordinance. The maps were adopted
by the Board on November 17, 2003. </font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'></font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>The data include the boundaries of the RPAs adopted by the
Board in 1993 and the additional RPAs adopted by the Board in 2003. These are general locations of RPA boundaries for planning purposes and the
actual limits may be further refined by detailed field studies conducted at the
time a plan is submitted to obtain a permit to develop a property.</font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'></font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>Any areas within Fairfax County not contained within the
RPAs are Resource Management Areas (RMAs). Together, the RPAs and RMAs comprise
the Chesapeake Bay Preservation Areas.</font></p>
Bedford County In Service Dry Hydrants Public View - Open Data

<p><span style='background-color:rgb(255,255,255); color:rgb(74,74,74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='display:inline !important; float:none; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Shows the location of n</span></span>on-BRWA maintained hydrant data, primarily for Emergency Management / Public Safety. This feature layer is a public view of the data that is used and maintained within a Fire Hydrant Inspections application, which is an ongoing project between Bedford County Fire &amp; Rescue and the Bedford Regional Water Authority (BRWA).</p><p>Most hydrants were originally mapped during an initiative of County-wide E911 addressing field verification. In 2006, most of the fire departements within Bedford County submitted GPS coordinates for the dry hydrants located within thier respective first due boundary. The data was then refreshed by Bedford County GIS staff in another initiatives in the mid 2010's (2013—2016), in which wet and dry hydrants were distinguished. The data is best available.</p>
Bedford County Voting Precincts - Open Data

<p>This layer shows the Voting Precinct boundaries for Bedford County, VA and the Town of Bedford, VA following the 2021 Redistricting process. This data is publically shared on the Bedford County website in the open data hub. This data is maintained by Bedford County GIS and is updated on a monthly basis with content management reviews every 3 years. This layer is expected to be maintained indefinitely.&nbsp;</p>
Bedford County Soil - Open Data (2016)

<p>This dataset provides detailed soil mapping and associated attributes for Bedford County, Virginia, developed through the USDA's Soil Survey Geographic (SSURGO) database program. It includes georeferenced vector data and tabular attributes sourced from the National Soil Information System (NASIS). The mapping was conducted at a scale of 1:24,000 and offers information on soil composition, properties, and suitability for land use, engineering, agriculture, conservation, and recreation.</p><p><span style='background-color:rgb(255,255,255); color:rgb(74,74,74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='display:inline !important; float:none; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>This data is shared publically on the open data hub for Bedford County, VA. Bedford County GIS is responsible for maintaining the data in the layer and to review it every 3 years. This layer is expected to be maintained indefinitely.&nbsp;</span></span></p><p>The SSURGO dataset includes:</p><ul><li>Polygon features representing soil map units.</li><li>Optional special soil features (point/line) for features too small to be mapped as polygons.</li><li>Linkages to NASIS attribute data, including physical and chemical soil properties, as well as interpretations for common land uses.</li></ul><p><br /><strong>Source:</strong> U.S. Department of Agriculture, Natural Resources Conservation Service</p><p><strong>Data Current As Of:</strong> September 27, 2016</p><p><strong>Citation: </strong>USDA Natural Resources Conservation Service. 2016. <i>Soil Survey Geographic (SSURGO) database for Bedford County, Virginia.</i> Fort Worth, TX.</p><p><strong>More information: </strong><a target='_new'>Web Soil Survey</a></p>
Bedford County's iGIS (Public GIS) Application

<p><strong>iGIS</strong> is Bedford County’s official public GIS application, developed and hosted by <strong>InteractiveGIS</strong>. It allows users to view and interact with a wide range of geospatial data, including property ownership, zoning, flood zones, historical aerial imagery, and more.</p><p>This application replaces the legacy <a target='_blank' href='https://webgis.bedfordcountyva.gov/Bedford/' rel='nofollow ugc noopener noreferrer'><strong>ParcelViewer</strong></a> platform <span style='color:#f08080;'><i>(retired 8/8/2025)</i></span> and offers an enhanced, mobile-friendly interface.</p><p>Key features include:</p><ul><li><strong>Property lookups</strong> by address, owner, or parcel ID</li><li><strong>Zoning and land use</strong> information</li><li><strong>Historical aerial imagery — </strong><a target='_blank' href='https://vgin.vdem.virginia.gov/pages/orthoimagery' rel='nofollow ugc noopener noreferrer'>VGIN Orthoimagery</a>, from the <a target='_blank' href='https://vgin.vdem.virginia.gov/pages/base-mapping' rel='nofollow ugc noopener noreferrer'>Virginia Base Mapping Program (VBMP)</a><ul><li>2002</li><li>2007</li><li>2011</li><li>2015</li><li>2018</li><li>2022</li></ul></li><li><strong>Deatils about property valuations, ownership history, and improvement information</strong></li><li><strong>Public school districts, voting precincts, and emergency service zones</strong></li><li><strong>Environmental layers, hydrography, utility data, and more</strong></li></ul><p><br /><strong>Note:</strong> The application opens to a login screen, but <strong>public access is available</strong>—just click through the disclaimer to continue.</p><p><strong>Mobile compatible</strong> — works on modern browsers including Chrome, Firefox, and Edge.</p><p><strong>Need help?</strong> Use the <strong>Help</strong> link in the left-hand menu once inside the app. You’ll also find a feedback form there or access it directly here: <a target='_blank' href='https://survey123.arcgis.com/share/6577d640a5654c17b5f9c47aa742984f' rel='nofollow ugc noopener noreferrer'>iGIS Feedback Survey</a>.</p><p><strong>Data updates:</strong> Real estate and parcel data is updated <strong>monthly</strong>, with plans to increase update frequency in the future.</p>
Bedford County, VA Contour Downloader (2023)

<div style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font size='4'> </font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='4' style='color:rgb(34, 80, 123);'><b>Bedford County, VA Contour Downloader</b></font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='4' style='color:rgb(34, 80, 123);'><br /></font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='3' style='color:rgb(34, 80, 123);'>This application is designed for users to obtain 4' contour data from Bedford County's GIS Division. The contours are available for download by each tax grid for the County in .shp format. </font><span style='color:rgb(34, 80, 123); font-family:Tahoma; font-size:medium;'>To use, click on the appropriate tax grid to begin the download process.</span></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='3' style='color:rgb(34, 80, 123);'><br /></font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='3' style='color:rgb(34, 80, 123);'>Alternatively, </font><font face='Tahoma' size='3' style='color:rgb(34, 80, 123);'>the entire County's contour dataset in gdb format can be downloaded</font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='2' style='color:rgb(34, 80, 123);'><i>(approximately size: 865 MB)</i></font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='3'><br /></font></div><div align='center' style='color:rgb(0, 0, 0); font-family:Verdana; font-size:14px;'><font face='Tahoma' size='1' style='color:rgb(34, 80, 123);'>Source Data: 2023 Virginia Base Mapping Program (VBMP) 1' aerial photography</font></div>
Estuaries (2022 Final WQA IR Assessment)

<div>Polygon layer of estuarine and saltwater features within Virginia's territorial limit included in the final 2022 305(b)/303(d) Integrated Report.<br /></div><div><br /></div><div><a href='https://gisdata.deq.virginia.gov/mapper_ext/DataFactSheets/Water_Watersheds/2022_IR_AU_FeatureClasses.pdf' target='_blank' rel='nofollow ugc noopener noreferrer'>Click Here</a> to view Data Fact Sheet. </div>
Bedford County EMS Facilities - Open Data

<p style='background-color:rgb(255, 255, 255); border:0px solid currentcolor; box-sizing:border-box; color:rgb(74, 74, 74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; margin:0px 0px 1.5rem; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Shows the location of the twenty (20) <strong>EMS Facilities </strong>within Bedford County and the Town of Bedford, consisting of seven (7) career stations and thirteen (13) volunteer rescue squads.</p><p style='background-color:rgb(255, 255, 255); border:0px solid currentcolor; box-sizing:border-box; color:rgb(74, 74, 74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; margin:0px 0px 1.5rem; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'><span style='background-color:rgb(255,255,255); color:rgb(74,74,74); font-family:inherit; font-size:16px;'><span style='border:0px solid currentcolor; box-sizing:border-box; display:inline !important; float:none; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; line-height:1.5; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Bedford County GIS is responsible for maintaining the data. This layer is expected to be maintained indefinitely.</span></span></p>
Bedford County Real Estate Sketches Table - Open Data

<p>Tabular data with URL Links to Sketches for Parcel Improvements Bedford County, VA and Town of Bedford, VA</p><p>Data maintained by the Bedford County Commisioner of Revenue.</p><p>Updated monthly, usually on the first business day of each month.</p><p style='background-color:rgb(255, 255, 255); border:0px solid currentcolor; box-sizing:border-box; color:rgb(74, 74, 74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; margin:0px 0px 1rem; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Recommended usage: Join Table using [PIN] field onto another the [RPC] field of another Bedford County Parcel dataset:</p><ul><li><a style='border:0px solid currentcolor; box-sizing:border-box; color:rgb(0, 97, 155); font-family:inherit; line-height:1.5; text-decoration:none;' target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ce1fca3ef2a24d0784e7d44ff76325c0_0' rel='nofollow ugc noopener noreferrer'>Bedford County Parcels - Open Data</a></li><li><a style='border:0px solid currentcolor; box-sizing:border-box; color:rgb(0, 97, 155); font-family:inherit; line-height:1.5; text-decoration:none;' target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ced87754937f4461be1b06d530ac42a2_11' rel='nofollow ugc noopener noreferrer'>Town of Bedford Parcels - Open Data</a></li></ul>
Town of Bedford Future Land Use - Open Data

<p>This layer was provided by the Town of Bedford. &nbsp;According to the <a target='_blank' href='https://94d8b755-169e-4b8e-a8b1-ae94cce7e49a.usrfiles.com/ugd/94d8b7_59332fc356074542b2ab78a12b4a7111.pdf' rel='nofollow ugc noopener noreferrer'>Bedford 2045 Comprehensive Plan</a>, this “delineates broad land use categories for every parcel in town.”&nbsp;</p><p>This layer is not expected to require maintenance until the next Town of Bedford Comprehensive Plan, unless there are additional changes to future land use received from the Town.&nbsp;</p>
Bedford County Real Estate Land Records Table - Open Data

<p>Tabular data with Land Records for Bedford County, VA and Town of Bedford, VA.</p><p>Data maintained by the Bedford County Commisioner of Revenue.</p><p style='background-color:rgb(255, 255, 255); border:0px solid currentcolor; box-sizing:border-box; color:rgb(74, 74, 74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; margin:0px 0px 1rem; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Updated monthly, usually on the first business day of each month.</p><p style='background-color:rgb(255, 255, 255); border:0px solid currentcolor; box-sizing:border-box; color:rgb(74, 74, 74); font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; font-style:normal; font-variant-caps:normal; font-variant-ligatures:normal; font-weight:400; letter-spacing:normal; margin:0px 0px 1rem; text-align:start; text-decoration-color:initial; text-decoration-style:initial; text-indent:0px; text-transform:none; word-spacing:0px;'>Recommended usage: Join Table using [PIN] field onto another the [RPC] field of another Bedford County Parcel dataset:</p><ul><li><a style='border:0px solid currentcolor; box-sizing:border-box; color:rgb(0, 97, 155); font-family:inherit; line-height:1.5; text-decoration:none;' target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ce1fca3ef2a24d0784e7d44ff76325c0_0' rel='nofollow ugc noopener noreferrer'>Bedford County Parcels - Open Data</a></li><li><a style='border:0px solid currentcolor; box-sizing:border-box; color:rgb(0, 97, 155); font-family:inherit; line-height:1.5; text-decoration:none;' target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ced87754937f4461be1b06d530ac42a2_11' rel='nofollow ugc noopener noreferrer'>Town of Bedford Parcels - Open Data</a></li></ul>
2022 Final WQA Monitoring Stations

Point layer of water quality monitoring stations included in the final 2022 305(b)/303(d) Integrated Report.<div><br /></div><div><a href='https://gisdata.deq.virginia.gov/mapper_ext/DataFactSheets/Water_Watersheds/2022_IR_AssessmentStations.pdf' target='_blank' rel='nofollow ugc noopener noreferrer'>Click Here</a> to view Data Fact Sheet. </div>
Bedford County Real Estate Improvements Table - Open Data

<p>Table showing Parcel Improvements for Bedford County, VA and Town of Bedford, VA.&nbsp;</p><p>Updated monthly, usually on the first business day of each month.</p><p>Recommended usage: Join Table using [PIN] field onto another the [RPC] field of another Bedford County Parcel dataset:</p><ul><li><a target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ce1fca3ef2a24d0784e7d44ff76325c0_0' rel='nofollow ugc noopener noreferrer'>Bedford County Parcels - Open Data</a></li><li><a target='_blank' href='https://geohub-bedfordvagis.opendata.arcgis.com/datasets/ced87754937f4461be1b06d530ac42a2_11' rel='nofollow ugc noopener noreferrer'>Town of Bedford Parcels - Open Data</a></li></ul>
Bedford County Administrative Boundary - Open Data

<p>This layer was originally created using USGS data as well as tax map data.</p><p>The Boundary between Bedford County and Bedford City was changed in July, 2013 by County GIS staff, after the reversion of Bedford City to Town status, and again in 2023 following phase II of Reversion. GIS Staff made these changes based on parcel data being exchanged from the County to the Town of Bedford per Reversion agreement. Bedford GIS Team is responsible for maintaining the data. This layer is expected to be maintained indefinitely.</p>