AndreaBozzo/ceres-open-data-index huggingface dataset:
On-street Carshare Parking

<strong>A. SUMMARY </strong>
This dataset was first created as part of the SFMTA On Street Car Share Pilot Program (approved by the MTA Board in July 2013) to illustrate the location of implemented and planned (various stages) spaces throughout the city.

<strong>B. METHODOLOGY  </strong>
The locations were originally provided to the MTA as requests by the three car share organizations (CSOs). These were given as a .kml file, which was converted to a .shp. Additional fields were created using spatial joins (zipcode, supervisor district, CNN, etc). Use definition query tool to display those locations with a certain attribute. For example, query Existing = 1 to display those locations that are on street operating. 500 submissions were given by CSOs to the MTA, but only a portion of those were brought to the MTA Board for approval, and even fewer were implemented as operational on street spaces. With no definition query, you can see all spaces as features, with varying levels of data completion. 

<strong>C. UPDATE FREQUENCY  </strong>
During periods of implementation/construction, updates were as frequent as daily or weekly. However, as the frequency of newly implemented spaces slowed over the course of the pilot, updates occurred less frequently--weekly or monthly. Updates will be needed as new spaces are implemented--many of the spaces not taken past MTA Board approval have incomplete data.  

<strong>D. OTHER CRITICAL INFO  </strong>
Each feature (or each row, or point) represents a single car share parking space. Some parking spaces belong to a "pod" where there are two adjacent car share parking spaces, indicated by the "PodType" field. To summarize or analyze by pod, use the "POD" field.

Tags: car-share, carshare, on-street-car-share, on-street-car-share-pilot, onstreet
Organization: City of San Francisco
Language Access Ordinance Compliance

Language Access Ordinance (LAO) data is collected through methods determined by the department's LAO liaison and reported to OCEIA for annual analysis. The data is managed and self-reported by methods determined by the LAO liaison. For more information about the ordinance and reporting information, please see: https://sfgov.org/oceia/language-access

Tags: language, language-access, lao
Organization: City of San Francisco
ARCHIVED: Mpox Vaccinations Given to SF Residents by Demographics

<strong>In early February 2024, we will be retiring the Mpox Vaccinations Given to SF Residents by Demographics dataset. This dataset will be archived and no longer update. A historic record of this data will remain available.</strong>

<strong>A. SUMMARY </strong>
This dataset represents doses of mpox vaccine (JYNNEOS) administered in California to residents of San Francisco ages 18 years or older. This dataset only includes doses of the JYNNEOS vaccine given on or after 5/1/2022. All vaccines given to people who live in San Francisco are included, no matter where the vaccination took place. The data are broken down by multiple demographic stratifications.

<strong>B. HOW THE DATASET IS CREATED </strong>
Information on doses administered to those who live in San Francisco is from the <a href="https://cdph.ca.gov/CAIR">California Immunization Registry (CAIR2)</a>, run by the California Department of Public Health (CDPH). Information on individuals’ city of residence, age, race, ethnicity, and sex are recorded in CAIR2 and are self-reported at the time of vaccine administration. Because CAIR2 does not include information on sexual orientation, we pull information from the San Francisco Department of Public Health’s  Epic Electronic Health Record (EHR). The populations represented in our Epic data and the CAIR2 data are different. Epic data only include vaccinations administered at SFDPH managed sites to SF residents.  

Data notes for population characteristic types are listed below. 

<u>Age </u>
* Data only include individuals who are 18 years of age or older. 
 
<u>Race/ethnicity </u>
* The response option "Other Race" is categorized by the data source system, and the response option "Unknown" refers to a lack of data. 
 
<u>Sex </u>
* The response option "Other" is categorized by the source system, and the response option "Unknown" refers to a lack of data. 

<u>Sexual orientation </u>
* The response option “Unknown/Declined” refers to a lack of data or individuals who reported multiple different sexual orientations during their most recent interaction with SFDPH. 

For convenience, we provide <a href="https://data.sfgov.org/d/4qbq-hvtt"> the 2020 5-year American Community Survey population estimates</a>.

<strong>C. UPDATE PROCESS </strong>
Updated daily via automated process.

<strong>D. HOW TO USE THIS DATASET </strong>
This dataset includes many different types of demographic groups. Filter the “demographic_group” column to explore a topic area. Then, the “demographic_subgroup” column shows each group or category within that topic area and the total count of doses administered to that population subgroup.

<strong>E. CHANGE LOG</strong>
<ul><li>UPDATE 1/3/2023: Due to low case numbers, this page will no longer include vaccinations after 12/31/2022.</li></ul>

Organization: City of San Francisco
Park Scores 2005-2014

Average quarterly park evaluation scores from Q3 FY2005 to Q4 FY2014. These scores are collected and reported pursuant to 2003's Prop C, which requires city agencies to establish and publish standards for street, sidewalk, and park maintenance. Beginning FY2015 a new methodology was developed to evaluate parks, therefore these scores should not form the basis of direct comparisons with scores reported in FY2015 and onward. FY2015 data onward is published and maintained by the SF Controller's Office.

Tags: park, park-maintenance, park-scores, prop-c
Organization: City of San Francisco
San Francisco Land Use - 2023

<strong>A. SUMMARY</strong>
This data is an annual snapshot of existing land use as of March of the indicated year for every parcel in the City and County of San Francisco. This year's 2023 data was produced from the Land Use 2020, updated for residential properties using the Planning Department's permit database and current 2023 Assessor-Recorder data. The commercial data was not updated; the commercial data will be updated in next year's 2024 release. 

Each row of data corresponds to a parcel with 16 columns (fields or attributes) of information about each parcel, as described below.


<strong>B. HOW THE DATASET IS CREATED</strong>
The dataset is assembled from a range of City and commercial databases, including Assessor’s office and Dun & Bradstreet for commercial land uses. 

<strong>C. UPDATE PROCESS</strong>
A new dataset will be added annually without updating previous years’ data.

<strong>D. HOW TO USE THIS DATASET</strong>
Review this document to understand the data (fields and their categories):  
<a href="https://sfplanninggis.s3.amazonaws.com/LUDB_2023_Summary.pdf"> Land Use Database 2023 Summary</a>

Limitations:  Although every attempt is made to provide accurate data, the volume of data and parcels does not allow the Department to guarantee accuracy. Should errors be found, or questions arise, please email rebecca.latto@sfgov.org.

<strong>E. RELATED DATASETS</strong>
 <u><a href="https://data.sfgov.org/Housing-and-Buildings/San-Francisco-Land-Use-2020/ygi5-84iq/about_data">San Francisco Land Use - 2020</a></u>

Tags: gis, land-use, landuse, ludb, planning
Organization: City of San Francisco
Housing Code Violations (Historical)

***Note: these data are currently not updated as there is currently not an automated, consistent approach to adhering to the standard. Instead we will be publishing the 3 independent agencies' data to the portal. They are not complete yet, but we'll link to them here:

Fire Department: https://data.sfgov.org/d/wb4c-6hwj & https://data.sfgov.org/d/4zuq-2cbe
Department of Building Inspection: https://data.sfgov.org/d/nbtm-fbw5 & https://data.sfgov.org/d/gm2e-bten
Department of Public Health: Not Published Yet

This dataset will remain as a historic reference until all 3 agencies are independently published and automated.
***

The location of buildings, inspections and violations that were issued by the San Francisco Department of Building Inspection (DBI), San Francisco Department of Health (SFDPH), and The San Francisco Fire Department (SFFD) for 1/2008 - 8/2013 for residential buildings in San Francisco. This dataset adheres to the House Facts Data Standard version 1.2 - which is a government open data standard that provides a uniform format for reporting governmental data on the regulation of health and safety laws for residential housing in a machine readable format. The specification links data to the residential building understanding that a single building may have multiple dwelling units and multiple owners. For more information about the standard, please see https://github.com/codeforamerica/housefacts_spec

Tags: inspections, violations
Organization: City of San Francisco
SFEC Form 3630 - Recipients of Major Behested Payments - Filings

Under San Francisco Campaign & Governmental Conduct Code Section 3.630(a)(1), any person who receives a behested payment, or series of behested payments in a calendar year, totaling $100,000 or more must file this form within 30 days following the date on which the payments total $100,000 or more. For example, if your behested payments received total $100,000 on June 12, 2019, you must submit this form by July 12, 2019. You must notify the Ethics Commission that the recipient has received such payment(s) and specify the date on which the payment(s) equaled or exceeded $100,000. 

Additionally, under San Francisco Campaign & Governmental Conduct Code Section 3.630(a)(2), if you filed this report to notify the Ethics Commission that you received behested payments totaling $100,000 or more, you must file this form again between 12 and 13 months following the date on which the payment(s) or payments total $100,000 or more and submit Schedule A. For example, if your behested payments total $100,000 on June 12, 2019, you must submit Schedule A between June 12, 2020 and July 12, 2020.  Filers must disclose all payments made that were funded in whole or in part by the behested payment(s) made at the behest of the City officer and if the person was an interested party in any City decision(s) involving the officer in the 12 months following the date on which the payment(s) were made.

Activity reported on Schedule A1 - Expenditures Report and Schedule A2 - Proceeding(s) Disclosure are available in separate datasets, linked from the dataset primer.

Organization: City of San Francisco
Campaign Consultants - Vendor Payments

This dataset will no longer be updated as of March 2024, and is scheduled to be replaced with a new dataset in January of 2025. New filings are available in scanned paper format through the Ethics Commission's <a href="https://public.netfile.com/pub2/?aid=sfo">public disclosure portal</a>.

Campaign consultants must report economic consideration promised to or received by the filer during the reporting period from vendors and sub-vendors who provide campaign-related goods or services to the filer's current clients.

Tags: campaign-consultant, ethics, payments, sub-vendors, vendors
Organization: City of San Francisco
100-Year Storm + 24" Sea Level Rise

This data originates from San Francisco Bay Conservation and Development Commission's Adapting to Rising Tides Program which performed extensive modelling of expected sea level rise impact across the entire 9-county bay area. This data shows inundation from 24 inches of sea level rise combined with a 100-year storm event (equaling 66 inches of total water level)

Tags: hcr
Organization: City of San Francisco
Curbs and Islands

Curbs and islands within the city rights-of-way. The data was develped by merging the 73 individual feature files of the Basemap into one citywide map. While the individual features files have not been updated since their development, the citywide file was updated to reflect changes along the Embarcardero corridor and along King St. Please note that the sidewalk widths (curbs) were derived from project working drawings and may not be as-built conditions.

Tags: feature
Organization: City of San Francisco
Motorcycle Parking - Unmetered

A. SUMMARY 
Locations and space count of unmetered motorcycle parking for the City of San Francisco.

B. METHODOLOGY  
Manually updated when MTA Board resolutions are passed 

C. UPDATE FREQUENCY  
Updated infrequently, several times a year at most 

D. OTHER CRITICAL INFO  
Includes UNMETERED motorcycles spaces only. Metered motorcycle spaces can be found in the Meters dataset (where cap color = black).

Tags: moto, motorcycle-parking, parking, unmetered-motorcycle-parking, unmetered-parking
Organization: City of San Francisco
Census 2020: Blocks for San Francisco Clipped to the Shoreline

<strong>A. SUMMARY</strong>
Census blocks with Pacific Ocean and San Francisco Bay water clipped out. Census blocks are the smallest geographic area for which the Bureau of the Census collects and tabulates decennial census data, are formed by streets, roads, railroads, streams and other bodies of water, other visible physical and cultural features, and the legal boundaries shown on Census Bureau maps. More information on the census tracts can be found <u><a href="https://www.census.gov/newsroom/blogs/random-samplings/2011/07/what-are-census-blocks.html">here</a></u>.

<strong>B. HOW THE DATASET IS CREATED</strong>
The boundaries are uploaded from TIGER/Line shapefiles provided by the <u><a href="https://www.census.gov/cgi-bin/geo/shapefiles/index.php?year=2021&layergroup=Blocks+%282020%29">U.S. Census Bureau</a></u> and clipped using the <u><a href="https://www.census.gov/cgi-bin/geo/shapefiles/index.php?year=2021&layergroup=Water">water boundaries</a></u> provided by the U.S. Census Bureau. 
 
<strong>C. UPDATE PROCESS</strong>
This dataset is static. Changes to the census blocks are tracked in multiple datasets. See here for <u><a href="https://data.sfgov.org/d/94d7-d6m6">2000</a></u> and <u><a href="https://data.sfgov.org/d/2uzy-uv2r">2010</a></u> census tract boundaries. 

<strong>D. HOW TO USE THIS DATASET</strong>
This boundary file can be joined to other census datasets on GEOID. Column descriptions can be found on in the <u><a href="https://www.census.gov/programs-surveys/geography/technical-documentation/complete-technical-documentation/tiger-geo-line.2020.html">technical documentation</a></u> included on the census.gov website


<strong>E. RELATED DATASETS</strong>
 <u><a href="https://data.sfgov.org/d/tmph-tgz9">Census 2020: Census Tracts for San Francisco</a></u> 
 <u><a href="https://data.sfgov.org/d/sevw-6tgi">Analysis Neighborhoods - 2020 census tracts assigned to neighborhoods</a></u> 
 <u><a href="https://data.sfgov.org/d/p2fw-hsrv">Census 2020: Blocks for San Francisco</a></u>
 <u><a href="https://data.sfgov.org/d/24e8-pd2q">Census 2020: Blocks Groups for San Francisco</a></u>
 <u><a href="https://data.sfgov.org/d/6rf8-dnst">Census 2020: Blocks Groups for San Francisco Clipped to SF Shoreline</a></u>

Tags: census, census-block
Organization: City of San Francisco
SFEC Form 125 - Bundled Contributions Disclosure Report - Contributions

Under San Francisco Campaign & Governmental Conduct Code Section 1.125, any committee controlled by a City elective officer or candidate for City elective office that receives contributions totaling $5,000 or more that have been bundled by a single individual shall file Form 125 at the same time that they are required to file semi-annual or pre-election campaign statements until the committee is terminated. Committees shall be required to provide this information following the receipt of the final contribution that makes the cumulative total $5,000 or more. For more information visit www.sfethics.org.

Each row in this dataset represents information about bundled contributions reported in the "Itemized Contributions" sub-table of a Form 125 filed with the Ethics Commission. The parent filing and form data is available in a separate dataset: "SFEC Form 125 - Bundled Contributions Disclosure Report - Filings" at https://data.sfgov.org/City-Management-and-Ethics/SFEC-Form-125-Bundled-Contributions-Disclosure-Rep/wv58-ismt. Join this dataset with the sub-table using the DocuSignID.

Organization: City of San Francisco
Expenditure Lobbyists Registration and Monthly Disclosure Reports

This dataset contains historic data and is no longer updated.  Please visit the Ethics Commission's Expenditure Lobbyist portal for up to date information: https://sfethics.org/disclosures/lobbyist-disclosure

An expenditure lobbyist is an individual or entity that spends $2,500 or more in a calendar month to solicit, request, or urge others to communicate directly with a City officer in order to influence local legislative or administrative action. City officers covered by this rule generally include elected City officials, members of City boards and commissions, and City department heads.

Examples of spending that counts toward the $2,500 registration threshold include public relations, media relations, advertising, public outreach, research, investigation, reports, analysis, and studies to the extent those activities are used to solicit, request or urge other persons to communicate directly with a City officer.

Examples of spending that does not count toward the $2,500 registration threshold include: payments made to a registered “contact” lobbyist who directly contacts City officers; payments made to an organization for membership dues; payments made by an organization to distribute communications to its members; payments made by a news media organization to develop and distribute its publications; and payments made by a client to a representative to appear on the client’s behalf in a legal proceeding before a City agency or department; salary paid by employer to employee for activities to solicit, request, or urge others to communicate directly with an officer of the City in order to influence a matter of local legislative or administrative action.

Each expenditure lobbyist must register by filing a registration form with the Ethics Commission no later than five business days after qualifying as such, and prior to making any additional payments to influence local legislative or administrative action.

Each registered expenditure lobbyist must file monthly reports with the Ethics Commission by the fifteenth day of the month following the calendar month covered by the report. For example, a report covering activity in the month of February must be filed by March 15. Deadlines falling on a weekend or holiday are extended to the next business day. Please note the monthly disclosures are different than the registration requirements.

Tags: expenditure-lobbyist-registration, lobbying-disclosure-reports
Organization: City of San Francisco
SFUSD School Attendance Areas (2024-2025)

<strong>A. SUMMARY</strong>
This dataset contains boundaries for the San Francisco Unified School District ("SFUSD") attendance areas. Elementary attendance areas are geographic borders drawn around elementary schools throughout the district. Middle and high schools do not have attendance areas/geographical borders. City-wide schools and city-wide programs do not have an attendance area.

Learn more: https://www.sfusd.edu/student-assignment-policy/tiebreakers/attendance-area

<strong>B. HOW THE DATASET IS CREATED</strong>
This dataset is an extract from the SFUSD Geospatial Information System ("GIS").

<strong>C. UPDATE PROCESS</strong>
This dataset will not be update.

<strong>D. HOW TO USE THIS DATASET</strong>
Use this dataset to explore and analyze the attendance are boundaries for the SFUSD.

Organization: City of San Francisco
Citywide Service Inventory

<strong>A. SUMMARY</strong>
The Citywide Service Inventory is the most comprehensive view of the services offered by the City & County of San Francisco. A public facing service is when a department provides a product or information in response to a customer request. A customer can be anyone who the City & County of San Francisco serves including residents, businesses, visitors and anyone else.

<strong>B. HOW THE DATASET IS CREATED</strong>
All information was validated or provided by Department leadership in September-October of 2020.

<strong>C. UPDATE PROCESS</strong>
As needed

<strong>D. HOW TO USE THIS DATASET</strong>
Data can be filtered by department, service area, service delivery and digital maturity.

Organization: City of San Francisco
Election Precincts - Current, Defined 2022

<strong>A. SUMMARY</strong>
Voting Precincts as determined by the Department of Elections. Redefined in 2022. Precincts are components of other Election districts.

<strong>B. HOW THE DATASET IS CREATED</strong>
Based on Census 2020 geography with some exceptions.

<strong>C. UPDATE PROCESS</strong>
Voting precincts are redefined following every US Decennial Census.

Tags: election, precincts
Organization: City of San Francisco
Hayward M7.0 Earthquake Scenario

This represents projected ground shaking in the City and County of San Francisco during a M7.8 earthquake on the San Andreas fault. The map updated in 2013 by USGS and ABAG. The specific scenario is: M7.8 Hayward (North/South Sections). This was used for the 2019 HCR update process.

For Visualization:
≤ 5.5 = Light
≤ 6.5 = Moderate
≤ 7.5 = Strong
≤ 8.5 = Very Strong
≤ 9.5 = Violent

Tags: geologic, hayward-earthquake-scenario, hcr
Organization: City of San Francisco
Travel Decision Survey Data 2017

This workbook provides data and data dictionaries for the SFMTA 2017 Travel Decision Survey.

On behalf of San Francisco Municipal Transportation Agency (SFMTA), Corey, Canapary & Galanis (CC&G) undertook a Mode Share Survey within the City and County of San Francisco as well as the eight surrounding Bay Area counties of Alameda, Contra Costa, San Mateo, Marin, Santa Clara, Napa, Sonoma and Solano.

The primary goals of this study were to:
• Assess percent mode share for travel in San Francisco for evaluation of the SFMTA Strategic Objective 2.3: Mode Share target of 50% non-private auto travel by FY2018 with a 95% confidence level and MOE +/- 5% or less.
• Evaluate the above statement based on the following parameters: number of trips to, from, and within San Francisco by Bay Area residents. Trips by visitors to the Bay Area and for commercial purposes are not included.
• Provide additional trip details, including trip purpose for each trip in the mode share question series.
• Collect demographic data on the population of Bay Area residents who travel to, from, and within San Francisco.
• Collect data on travel behavior and opinions that support other SFMTA strategy and project evaluation needs.

The survey was conducted as a telephone study among 804 Bay Area residents aged 18 and older. Interviewing was conducted in English, Spanish, Mandarin, Cantonese, and Tagalog. Surveying was conducted via random digit dial (RDD) and cell phone sample. 
All survey datasets incorporate respondent weighting based on age and home location; utilize the “weight” field when appropriate in your analysis. 

The survey period for this survey is as follows:
2017: February - April 2017

The margin of error is related to sample size (n). For the total sample, the margin of error is 3.4% for a confidence level of 95%. When looking at subsets of the data, such as just the SF population, just the female population, or just the population of people who bicycle, the sample size decreases and the margin of error increases. Below is a guide of the margin of error for different samples sizes. Be cautious in making conclusions based off of small sample sizes.

At the 95% confidence level is:
• n = 804(Total Sample). Margin of error = +/- 3.4%
• n = 400. Margin of error = +/- 4.85%
• n = 100. Margin of error = +/- 9.80%

Tags: bicycling, driving, mode-share, survey, taxis, tnc, transit, transportation, walking
Organization: City of San Francisco