AndreaBozzo/ceres-open-data-index huggingface dataset:
Topo Quads

USGS 7.5-minute topographic map quadrangle boundaries with information about invasive species clipped to the City of Los Angeles Boundary. Maps displaying spatial data on invasive plants are essential for planning invasive plant management efforts. Maps showing “quad data” (distribution data based on expert knowledge by USGS 7.5-minute quadrangle) provide important information on regional management opportunities. At the same time, maps showing detailed “occurrence data” from mapping invasive plant populations in the field is necessary to plan the specifics of on-the-ground management. CalWeedMapper and Calflora are set up to integrate both kinds of data. Occurrence data in the Calflora database triggers changes to the quad data shown in CalWeedMapper. Mappers can help strengthen our collective spatial resources by verifying quad data and submitting occurrence data.
GRASS Stormwater Greenways

Greenways to Rivers Arterial Stormwater System, or "GRASS" is proposed as a greenway network fed by captured, recirculating and recycled water. It proposes that all partners be empowered to execute defined reaches of a multifunctional greenway system so that they address park poverty, equity, water quality, and ecosystem conservation through a variety of standard plans, or "BMPs". Greenways to Rivers Arterial Stormwater System Phase I (GRASS I) [https://www.asla.org/2017awards/327241.html ] [https://sustain.scag.ca.gov/Documents/2%20City%20of%20L A%20Bureau%20of%20Sanitation.pdf ] Greenways to Rivers Arterial Stormwater System Phase II (GRASS II) [https://env.cpp.edu/la/project/grass-ii-project]
CA Essential Habitat Connectivity - Vector Data

The Essential Connectivity Map shows a statewide network of 850 relatively intact Natural Landscape Blocks (ranging in size from 2,000 to about 3.7 million acres) connected by 192 Essential Connectivity Areas (Table 3.1). There are fewer Essential Connectivity Areas than Natural Landscape Blocks, because each Essential Connectivity Area serves to connect at least two, and as many as 15 Natural Landscape Blocks. Due to the broad, statewide nature of this map, and its focus on connecting very large blocks of mostly protected natural lands, the network omits many areas that are important to biological conservation. The purpose of the map is to focus attention on large areas important to maintaining ecological integrity at the broadest scale. Natural areas excluded from this broad-brush Essential Connectivity Network can therefore not be "written off" as unimportant to connectivity conservation or to sustaining California's natural heritage.
Walkability Index Score 2012

The Walkability Index is a quantitative tool used to measure the pedestrian environment within a geographic area. The Walkability Index is based on a model developed for King County, Washington and Baltimore, Maryland (see reference paper at [http://sallis.ucsd.edu/Documents/Pubs_documents/NQLS_Frank%20et%20al%20published%20walkability%20paper.pdf]). It includes four components: land use mix, residential density, retail density, and intersection density. Higher scores represent more walkable areas. This data shows the Walkability Index score for each census tract in Los Angeles. Tracts in the Central City, Westlake, Hollywood, and Venice Community Plan Areas have the highest relative Index scores. Use field "Walkabil_1" to project scores and correct features for legend. To learn more about this Index, please review the complete Health Atlas for the City of Los Angeles (pp. 85-86 and 91) or Chapter 7: Land Use of the Health Atlas, both available for download at http://healthyplan.la/the-health-atlas/. Produced by Raimi + Associates for the City of Los Angeles and Los Angeles County. Made possible with funding from the Centers for Disease Control and Prevention through the Los Angeles County Department of Public Health and The California Endowment, May 2013.
Community Equity and Health Index (Top Quintile) (2013)

The Community Health and Equity Index was developed to examine the spatial relationship between vulnerable populations, social and economic factors, mortality, morbidity, the physical environment, pollution, and crime and to identify the areas of City burdened with the mos adverse conditions. This dataset is reflecting census tracts in Los Angeles that are among top scoring quintile in the Community Health and Equity Index. Refer to attribute column: "HD_IND_W" to display census tracts with the highest scores in the Community Health and Equity Index. To learn more about the basis for the Index, please review the complete Health Atlas for the City of Los Angeles (pp. 181-182 ad 184) or Chapter 13: Community Health and Equity Index of the Health Atlas, both available for download at http://healthyplan.la/the-health-atlas/ Produced by Raimi + Associates for the City of Los Angeles and Los Angeles County. Made possible with funding from the Centers for Disease Control and Prevention through the Los Angeles County Department of Public Health and The California Endowment, May 2013.
Density of Bike/Ped KSi's by CPA

Bike and Pedestrian KSI's (Killed or Severely Injured) by CPA (Community Plan Area, defined by City of Los Angeles Dept. of City Planning). Collision data is taken from SWITRS data 2009 to 2013 [[link]] Density is normalized by Area (sq miles). For more information about Community Plan Areas, go to City of Los Angeles Dept of Planning : [cityplanning.lacity.org/]
High Injury Network

Refer to this [link], for the High Injury Network methodology. This is a feature service that allows for you to add the High Injury Network to your webmaps and applications in ArcGIS Online or in ESRI ArcMAP. Street segments and their endpoints are indicated. Even though the HIN represents just 6% of our total street mileage, it accounts for 65% of all deaths and severe injuries involving people walking. Strategic investments along the HIN will have the biggest effect in reducing death and severe injury on our streets. Our methodology draws from the latest 5 years of traffic collision data. The HIN is the guiding document for prioritizing our efforts and the framework for achieving zero traffic deaths by 2025. Fields: STNAME = Street name for the segment Shape_Leng = Length of the segment in feet FROM_ = Beginning of segment; If it is only the interesection, it will include "AT XXXX" TO_ = End of segment; If it is only the intersection, it will include "AT XXXX" For more information about the HIN, see the [story map] or to [visionzero.lacity.org] to learn more about Vision Zero.
Clean_Streets_Index_Segments_2021_B1

The Los Angeles Clean Streets Index, the first-of-its-kind, is a grading system of every street in Los Angeles. The Bureau of Sanitation drove and scored over 9,000 miles of streets and alleys - each segment received a "cleanliness score" from 1-3. Each street score is based on four factors: litter, weeds, bulky items and illegal dumping. This assessment will be repeated every quarter. Los Angeles is leading the way as the only big city in the US conducting a regular cleanliness assessment of every City street.
Clean_Streets_Index_Grids_2021_B1

The Los Angeles Clean Streets Index, the first-of-its-kind, is a grading system of every street in Los Angeles. The Bureau of Sanitation drove and scored over 9,000 miles of streets and alleys - each segment received a "cleanliness score" from 1-3. Each street score is based on four factors: litter, weeds, bulky items and illegal dumping. This assessment will be repeated every quarter. Los Angeles is leading the way as the only big city in the US conducting a regular cleanliness assessment of every City street.
Los Angeles Private Schools

Los Angeles private school locations for the 2018-19 academic year. Data provided through the State of California's open data portal: https://gis.data.ca.gov/datasets/d5cb03b3d973473ebb86b24005a0e118_0/about The private schools data layer includes the location of private schools that filed the annual Private School Affidavit and reported enrollments of six or more students. The private school locations and associated attribute information are derived from the private school directory published on the California Department of Education website at https://www.cde.ca.gov/ds/si/ps/index.asp. California law (California Education Code Section 33190) requires private schools offering or conducting a full-time elementary or secondary level day school for students between the ages of 6 and 18 to file an affidavit with the California Department of Education (CDE). Inclusion of a school in this directory should not be interpreted as meaning that the State of California, the State Superintendent of Public Instruction (SSPI), the State Board of Education, CDE, or any other agency has made any evaluation, approval, or endorsement of any school listed.
Clean Streets Index Grids 2018 Q1

The Los Angeles Clean Streets Index, the first-of-its-kind, is a grading system of every street in Los Angeles. The Bureau of Sanitation drove and scored over 9,000 miles of streets and alleys - each segment received a "cleanliness score" from 1-3. Each street score is based on four factors: litter, weeds, bulky items and illegal dumping. This assessment is repeated every quarter. This assessment is for Quarter 1 of 2018. Los Angeles is leading the way as the only big city in the US conducting a regular cleanliness assessment of every City street.
Area Representatives

Area Representatives from the Mayor's Office of Public Engagement. Enter your address or select your location on the map to learn more about your Area Representative and connect with the [interactive map here]. West Valley Area Representative - Erin Seinfeld Central Area Representative - Serapia Kim East Valley Area Representative - Michelle Vergara Southwest Area Representative - Julian Lowe West Area Representative - Vishesh Anand Southeast Area Representative - Sandra Olmedo East Area Representative - Wendy Castro Harbor and Watts Area Representative - Jocelyn Dominguez Updated: 6/23/22 Refresh Rate: As Needed
Clean_Streets_Index_Segments_2022_B1

The Los Angeles Clean Streets Index, the first-of-its-kind, is a grading system of every street in Los Angeles. The Bureau of Sanitation drove and scored over 9,000 miles of streets and alleys - each segment received a "cleanliness score" from 1-3. Each street score is based on four factors: litter, weeds, bulky items and illegal dumping. This assessment will be repeated every quarter. Los Angeles is leading the way as the only big city in the US conducting a regular cleanliness assessment of every City street.
Clean_Streets_Index_Grids_2022_B1

The Los Angeles Clean Streets Index, the first-of-its-kind, is a grading system of every street in Los Angeles. The Bureau of Sanitation drove and scored over 9,000 miles of streets and alleys - each segment received a "cleanliness score" from 1-3. Each street score is based on four factors: litter, weeds, bulky items and illegal dumping. This assessment will be repeated every quarter. Los Angeles is leading the way as the only big city in the US conducting a regular cleanliness assessment of every City street.
LA City Receptacles

The City of Los Angeles though LA Sanitation performs periodic indexing of all trash receptacles (Bins) located on public sidewalks as part of its Clean Streets CleanStat program. Each bin has a date associated with its indexing and the last indexing was completed November 2022. All indication of ownership or maintenance is from visual observation and the city makes no guarantee as to its accuracy or correctness. For more information please contact the data owner or the LA GeoHub administrator
Los Angeles Promise Zone (July 2014)

The LA Promise Zone is a collective impact project involving leaders from government, local institutions, non-profits and community organizations that targets resources to create jobs, boost public safety, improve public education and stimulate better housing opportunities for our residents and neighborhoods. The Promise Zone is located within Central Los Angeles and includes the neighborhoods of Hollywood, East Hollywood, Koreatown, Pico Union and Westlake. The Zone is home to approximately 165,000 residents, of whom 35% live in poverty. Nearly one-quarter of Promise Zone households earn less than $15,000 each year, and educational attainment for adults is weak with 35% of the population 25 years of age and older having obtained less than a high school diploma. The Promise Zone also has alarming high school dropout rates, high unemployment, and a shortage of affordable housing. Large shares of recent immigrant populations hailing from Latin America, Asia and Eastern Europe live there.
Los Angeles Index of Displacement Pressure

Los Angeles Index of Displacement Pressure The Los Angeles Index of Displacement Pressure combines measures that past research efforts and our own original research have shown correlate with future change and displacement pressure. Created in 2015/2016, the index primarily uses data from 2012-2015. These seven measures are applied at the Census Tract level for tracts where >=40% of households earn less than the City's median income. The measures are grouped into two classes: change factors and displacement pressure factors. Change factor measures are those that suggest future revitalization is likely due to investment, projected housing price gains, and proximity to recently changed areas. On the other hand, displacement pressure factors capture areas with a high concentration of existing residents who may have difficulty absorbing massive rent increases that often accompany revitalization. The Los Angeles Index of Displacement Pressure captures the intersection between these two classes. Change Measures Transportation Investment * Measure 1: Distance to current rail stations (within a 1/2 mile radius. Tracts beyond 1/2 mile receive no score for this measure). Source: [LA Metro] * Measure 2: Distance to rail stations under construction/recently opened in 2016 (within a 1/2 mile radius. Tracts beyond 1/2 mile receive no score for this measure) Source: [LA Metro] Proximity to Rapidly Changing Neighborhoods * Measure 3: Distance to the closest "top tier" changing neighborhood, as defined by the Los Angeles Index of Neighborhood Change (within a 1 mile radius. Tracts beyond 1 mile receive no score for this measure) Source: [The Los Angeles Index of Neighborhood Change] Housing Market * Measure 4: Change in housing price projections from 2015 to 2020 Source: ESRI Community Analyst Displacement Pressure Factors * Measure 5: Percent of households that rent Source: [American Community Survey, Five-Year Estimate, 2014] * Measure 6: Percent of households that are extremely rent burdened (pay >=50% of household income on rent) Source: [American Community Survey, Five-Year Estimate, 2014] * Measure 7: The number of affordable properties and housing units that are due to expire by 2023. Source: [The Los Angeles Housing Element, 2012] Date updated: April 7, 2018 Refresh rate: Never - Historical data
Los Angeles Index of Neighborhood Change

The Los Angeles Index of Neighborhood Change is a tool that allows users to explore the extent to which Los Angeles Zip Codes have undergone demographic change from 2000 to 2014. Created in 2015/2016, the data comes from 2000, 2005, 2013, and 2014. Please read details about each measure for exact years. Index scores are an aggregate of six demographic measures indicative of gentrification. The measures are standardized and combined using weights that reflect the proportion of each measure that is statistically significant. Measure 1: Percent change in low/high IRS filer ratio. For the purposes of this measure, High Income = >$75K Adjust Gross Income tax filer and Low Income = <$25k filers who also received an earned income tax credit. Years Compared for Measure 1: 2005 and 2013 | Source: IRS Income Tax Return Data Measure 2: Change in percent of residents 25 years or older with Bachelor's Degrees or Higher Measure 3: Change in percent of White, non-Hispanic/Latino residents Measure 4: Percent change in median household income (2000 income is adjusted to 2014 dollars) Measure 5: % Change in median gross rent (2000 rent is adjusted to 2013/2014 dollars) Measure 6: Percent change in average household size Year Compared for Measures 2-5: 2000 and 2014, Measure 6: 2013 Sources: Decennial Census, 2000 | American Community Survey (5-Year Estimate, 2009-2013; 2010; 2014) Date Updated: December 13, 2016 Refresh Rate: Never - Historical data
Neighborhoods Considered Safe from Crime (2011 & 2015)

Percent of adults (18+ years old) who reported considering their neighborhood to be safe from crime Data Source: 2011 & 2015 Los Angeles County Health Survey; Office of Health Assessment and Epidemiology, Los Angeles County Department of Public Health. FAQS 1) What is the Los Angeles County Health Survey (LACHS)? The Los Angeles County Health Survey is a population based telephone survey that provides information concerning the health of Los Angeles County residents. The data are used for assessing health-related needs of the population, for program planning and policy development, and for program evaluation. The relatively large sample size allows users to obtain health indicator data for large demographic subgroups and across geographic regions of the County, including Service Planning Areas and Health Districts. Produced by Los Angeles County Department of Public Health, Office of Health Assessment and Epidemiology (OHAE) [www.publichealth.lacounty.gov/ha] 2) What are the sample sizes of the 2011 and 2015 LACHS? Estimates are based on self-reported data by random samples of 8,036 (from 2011 survey) and 8,008 (from 2015 survey) Los Angeles County adults, representative of the adult population in Los Angeles County. 3) What does the 95% CI mean? The 95% confidence intervals (CI) represent the variability in the estimate due to sampling; the actual prevalence in the population, 95 out of 100 times sampled, would fall within the range provided. 4) What is the prevalence and confidence intervals (CIs) for Los Angeles County and Los Angeles City? Findings for the County of Los Angeles: (84.1%; 95% CI=81.8-86.5) Findings for the City of Los Angeles: (79.9%; 95% CI=75.9-84.0) Note: For purposes of confidentiality, Community Plan Area results with cell sizes less than 5 are not reported and are excluded from the map display. "Field Name" = Field Definition “CPA_NUM” = Unique identifier for each Community Plan Area "NAME_ALF" = the 35 Community Plan Areas, LAX Plan Area, and the Port of Los Angeles Plan Area "Percent" = percentage of adults (18+ years old) whose reported considering their neighborhood to be safe from crime "Stable_est" = (Yes) the estimate is statistically stable (relative standard error ≤ 30%) (No) the estimate is statistically unstable (relative standard error >30%) and therefore may not be appropriate to use for planning or policy purposes "LowerCL" = the lower 95% confidence limit represents the lower margin of error that occurs with statistical sampling "UpperCL" = the upper 95% confidence limit represents the upper margin of error that occurs in statistical sampling
High-Injury Network (2018)

Following the announcement of Executive Directive 10 - Vision Zero Los Angeles, the City developed the Los Angeles HIN. The first iteration of the HIN was developed in 2015 and used collision data from 2009 – 2013 to determine high crash locations. More recent data (2014-2016) is now available from the California Highway Patrol’s Statewide Integrated Traffic Records System (SWITRS). As such, the City has re-examined the HIN and recent data has changed the HIN by 18.8 miles of streets. For more information on this 2018 update of the HIN, see the [HIN Update Methodology]. Fields: hin_id = ID for the HIN segment street = Street name for the segment from_stree = Beginning of segment; If it is only the interesection, it will include "AT XXXX" to_street = End of segment; If it is only the intersection, it will include "AT XXXX"
Neighborhoods Considered Safe for Walking (2011 & 2015)

Percent of adults (18+ years old) who reported considering it safe to walk or to use parks, playgrounds, or sports fields in their neighborhood Data Source: 2011 & 2015 Los Angeles County Health Survey; Office of Health Assessment and Epidemiology, Los Angeles County Department of Public Health. FAQS 1) What is the Los Angeles County Health Survey (LACHS)? The Los Angeles County Health Survey is a population based telephone survey that provides information concerning the health of Los Angeles County residents. The data are used for assessing health-related needs of the population, for program planning and policy development, and for program evaluation. The relatively large sample size allows users to obtain health indicator data for large demographic subgroups and across geographic regions of the County, including Service Planning Areas and Health Districts. Produced by Los Angeles County Department of Public Health, Office of Health Assessment and Epidemiology (OHAE) [www.publichealth.lacounty.gov/ha] 2) What are the sample sizes of the 2011 and 2015 LACHS? Estimates are based on self-reported data by random samples of 8,036 (from 2011 survey) and 8,008 (from 2015 survey) Los Angeles County adults, representative of the adult population in Los Angeles County. 3) What does the 95% CI mean? The 95% confidence intervals (CI) represent the variability in the estimate due to sampling; the actual prevalence in the population, 95 out of 100 times sampled, would fall within the range provided. 4) What is the prevalence and confidence intervals (CIs) for Los Angeles County and Los Angeles City? Findings for the County of Los Angeles: (74.0%; 95% CI=73.0-75.0) Findings for the City of Los Angeles: (67.5%; 95% CI=65.8-69.2) "Field Name" = Field Definition "CPA_NUM" = Unique Identifier for each Community Plan Area "NAME_ALF" = the 35 Community Plan Areas, LAX Plan Area, and the Port of Los Angeles Plan Area "Percent" = percentage of adults (18+ years old) whose neighborhoods do not have walking paths, parks, playgrounds, or sports fields "Stable_est" = (Yes) the estimate is statistically stable (relative standard error ≤ 30%) (No) the estimate is statistically unstable (relative standard error >30%) and therefore may not be appropriate to use for planning or policy purposes "LowerCL" = the lower 95% confidence limit represents the lower margin of error that occurs with statistical sampling "UpperCL" = the upper 95% confidence limit represents the upper margin of error that occurs in statistical sampling
TblCrime

Abstract: Dataset represents the count of crimes committed in 2015 within a ¼ mi of each intersection, grouped into three main categories: property-related crime, violent crime, and crime within the category “Other Misc Crimes.” Relations: Join to the Intersection Table using the “boeint_fkey” field. Source: Los Angeles Police Department (LAPD) ────────────┬─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── boeint_fkey │Unique identifier for the intersection as part of the Bureau of Engineering’s Centerline network ────────────┼─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── propcrime │Count of property crimes committed in 2015 within ¼ mi of the intersection ────────────┼─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── violentcrime│Count of violent crimes committed in 2015 within ¼ mi of the intersection ────────────┼─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── othercrime │Count of crimes in the “Other Misc Crimes” type commited in 2015 within ¼ mi of the intersection. This type includes reckless driving and failure to yield. ────────────┴───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────