Home Mortgage Disclosure Act (HMDA) requires many FIs to maintain, report, and publicly disclose information about applications for and originations of mortgage loans. HMDA s purposes are to provide the public and public officials with sufficient information to enable them to determine whether institutions are serving the housing needs of the communities and neighborhoods in which they are located, to assist public officials in distributing public sector investments in a manner designed to improve the private investment environment, and to assist in identifying possible discriminatory lending patterns and enforcing antidiscrimination statutes.

HMDA requires many Financial Institutions (FI)s to maintain, report, and publicly disclose information about applications for and originations of mortgage loans. HMDA s purposes are to provide the public and public officials with sufficient information to enable them to determine whether institutions are serving the housing needs of the communities and neighborhoods in which they are located, to assist public officials in distributing public sector investments in a manner designed to improve the private investment environment, and to assist in identifying possible discriminatory lending patterns and enforcing antidiscrimination statutes. This publicly-available data asset contains HMDA data collected in or after 2017 and has been modified to protect the privacy of individuals whose information is present in the dataset.

The Home Mortgage Disclosure Act (HMDA): Loan Application Register (LAR) and Transmittal Sheet (TS) Raw Data, 2008 contains information collected in calendar year 2007. The HMDA, enacted by Congress in 1975, requires most mortgage lenders located in metropolitan areas to report data about their housing-related lending activity. The HMDA data were collected from 8,610 lending institutions and cover approximately 26.6 million home purchase and home improvement loans and refinancings, including loan originations, loan purchases, and applications that were denied, incomplete or withdrawn. The Private Mortgage Insurance Companies (PMIC) data refer to applications for mortgage insurance to insure home purchase mortgages and to insure mortgages to refinance existing obligations. Part 1, HMDA Transmittal Sheet (TS), and Part 4, PMIC Transmittal Sheet (TS), include information submitted by reporting institutions with the Loan Application Register (LAR), such as the reporting institution's name, address, and Tax ID. Part 2, HMDA Reporter Panel, and Part 5, PMIC Reporter Panel, contain information on all institutions that reported data in activity year 2007. Part 3, HMDA MSA Offices, and Part 6, PMIC MSA Offices, contain information on all metropolitan statistical areas in the data. Parts 7 through 794 contain HMDA and PMIC Loan Application Register (LAR) files at the national level, at the agency level, and by MSA/MD. With some exceptions, for each transaction the institution reported data about the loan (or application), such as the type and amount of the loan made (or applied for) and, in limited circumstances, its price, the disposition of the application, such as whether it was denied or resulted in an origination of a loan, the property to which the loan relates, such as its type (single-family versus multi-family), and location (including the census tract), the sale of the loan, if it was sold, and the applicant's and co-applicant's ethnicity, race, sex, and income.

HMDA Data PublicationThe HMDA data and reports are the most comprehensive publicly available information on mortgage market activity. The data and reports can be used along with the Census demographic information for data analysis purposes. Available below are the data and reports for HMDA data collected in or after 2017. For HMDA data and reports for prior years, visit https://www.ffiec.gov/hmda/hmdaproducts.htm.For information about changes to HMDA Publications visit the Updates and Notes page.

The Pre-1990 HMDA Aggregation Data were prepared annually during this period by the FFIEC on behalf of institutions reporting HMDA data. The Aggregation Data consists of home purchase and home improvement loans that a depository institution originated or purchased during each calendar year. The collected HMDA data were individually aggregated up to the tract level by the reporting depository institution and submitted accordingly to the FFIEC. Individual records are the summary of loan activity for the specified respondent for the indicated census tract except when the census tract numbers were either 888888 or 999999. The 888888 tract records are the sum of all loan activity by the reporter outside of the MSA being reported, but not appearing in any other MSA report. The 999999 tract records are the consolidated county summary data for loans made in untracted counties or counties with 1980 total population less than 30,000. The 1988 and 1989 Aggregation Data files include aggregated data from nondepository institutions, specifically mortgage banking subsidiaries of bank holding companies.

The Home Mortgage Disclosure Act (HMDA) requires many financial institutions to maintain, report, and publicly disclose loan-level information about mortgages. These data help show whether lenders are serving the housing needs of their communities; they give public officials information that helps them make decisions and policies; and they shed light on lending patterns that could be discriminatory. The public data are modified to protect applicant and borrower privacy.HMDA was originally enacted by Congress in 1975 and is implemented by Regulation C.

This Indicator measures the difference in denial rate of Home Mortgage Disclosure Act (HMDA) loans by race/ethnicity. The HMDA requires that any loan secured by a lien on a

dwelling made for the purpose of purchasing a home is reportable on an annual basis to the Federal Financial Institutions Examination Council (FFIEC), which is the federal reporting agency of the Federal Reserve Board.

Splitgraph serves as an HTTP API that lets you run SQL queries directly on this data to power Web applications. For example:

See the Splitgraph documentation for more information.

Hexamethylenediamine HMDA Sales Market is estimated to be valued at US$ 12 Mn in 2018 and is projected to reach US$ XX Mn by 2028, at a CAGR of XX% during the forecast period. Hexamethylenediamine HMDA Sales Market report presents a comprehensive analysis of the market by Type, Application, and Region.

Hexamethylenediamine or HMDA is an organic compound with the formula (CH₂)₆(NH₂)₂. It is a white solid, although commercial samples can appear gray. This diamine occurs naturally in trace amounts and is also produced synthetically on a large scale. It is a precursor to nylon and other polymers, and numerous pharmaceuticals.

On the basis of types, the market is segmented into Adiponitrile Method, Hexanediol Method, Caprolactam Method.

Adiponitrile Method

The adiponitrile method is the most popular production process for hexamethylenediamine. In this process, adiponitrile is reacted with ammonia to produce hexamethylenediamine. This process has a high yield and produces relatively low levels of by-products. Additionally, it is a continuous process that can be operated as a batch process.

Hexanediol Method

Hexanediol Method is a method of producing hexamethylenediamine (HMDA) by hydrogenation of adiponitrile (ADN). This method involves the production of HMDA and ADN from n-butyraldehyde and acrylonitrile via three steps. In the first step, butyraldehyde and acrylonitrile are reacted to form Crotonaldehyde and acrylamide. In the second step, the crotonaldehyde and acrylamide are hydrogenated to form HMDA and ADN. And in the third step, the HMDA and ADN are separated.

Caprolactam Method

Caprolactam is a precursor for the production of Nylon – a polymer used in plastics, fibers, and synthetic rubber. Caprolactam can be produced from either adiponitrile or cyclohexanone through hydrogenation. A relatively cheap supply of raw materials has made the caprolactam route to become one of the most popular methods for HMDA production.

On the basis of application, the market is segmented into Nylon Production, Paints, Ink and Coatings, Adhesives, and Sealants.

Nylon Production

Hexamethylenediamine HMDA Sales is used in the production of nylon, which is a synthetic fiber. It can be found in various items such as clothing, carpets, and parachutes. Nylon production requires an acid catalyst to form nylon from diamines and adipic acid. Hexamethylenediamine HMDA Sales is highly reactive and can undergo polymerization during storage.

Paints

Paints are the most common form of mixture for creating a decorative and protective coating. They can be applied to both interior and exterior surfaces of a building or structure to enhance their appearance or protect them from weathering. The term paints usually refer to paints that can be applied as a liquid using a brush or roller, but there are also aerosol-based paints, powder coatings, and other forms of paint.

Inks and Coatings

Inks and coatings are the end products of a printing or coating process. Printing is a process that transfers an image from one surface to another, usually with ink. The coating is a process that applies a thin film of material over a substrate, such as paper, metal, plastic, or glass. Hexamethylenediamine HMDA Sales is used as a precursor in the manufacture of coatings and inks. Hexamethylenediamine HMDA Sales helps to improve the properties of these products, such as their resistance to abrasion, water, or solvents.

Adhesives and Sealants

Hexamethylenediamine HMDA Sales is used as a component in adhesives and sealants. It helps to improve the adhesive properties of the adhesive, leading to better bonding between substrates. Additionally, it also imparts water resistance and chemical resistance to the adhesive or sealant formulation. This makes Hexamethylenediamine HMDA Sales a vital ingredient in adhesive and sealant formulations. Thus, the rising demand for adhesives and sealants is expected to propel the growth of this market during the forecast period.

On the basis of region, the market is segmented into North America, Latin America, Europe, Asia Pacific, and Middle East & Africa.

North America accounts for the largest share in this market, followed by Europe and the Asia Pacific. This is mainly due to incr

Bio-Based HMDA Market Outlook

According to our latest research, the global bio-based HMDA market size stood at USD 172 million in 2024, demonstrating robust interest from industries seeking sustainable alternatives to petroleum-derived chemicals. The market is expanding at a CAGR of 18.2% and is forecasted to reach USD 504 million by 2033, driven by increasing regulatory mandates, consumer preference for eco-friendly products, and technological advancements in bio-based chemical synthesis. One of the primary growth factors is the surge in demand for bio-based nylon 66 and other eco-conscious materials across automotive, textile, and electronics sectors.

The growth of the bio-based HMDA market is primarily propelled by the global shift toward sustainability and stringent environmental regulations. Governments across major economies are implementing policies to reduce carbon emissions and promote the use of renewable resources in chemical manufacturing. This regulatory push, coupled with rising awareness among end-users about the environmental impact of petrochemical-based products, is encouraging manufacturers to invest in bio-based alternatives such as hexamethylenediamine derived from renewable sources. Additionally, advancements in biotechnology and fermentation processes have made the production of bio-based HMDA more cost-competitive, further fueling market expansion.

Another significant growth driver for the bio-based HMDA market is the rapid expansion of the automotive and textile industries, both of which are major consumers of nylon 66. As these industries strive to meet the growing demand for lightweight, durable, and sustainable materials, bio-based HMDA serves as a critical building block for producing high-performance polyamides. The automotive sector, in particular, is under pressure to reduce vehicle weight and improve fuel efficiency, making bio-based engineering plastics increasingly attractive. Moreover, the textile sector is witnessing a paradigm shift toward green fibers and yarns, further boosting the adoption of bio-based HMDA.

The market is also benefiting from increasing investments in research and development aimed at improving the yield, purity, and scalability of bio-based HMDA production. Collaborative efforts between chemical companies, biotechnology firms, and academic institutions are resulting in innovative production technologies, such as genetically engineered microorganisms and optimized fermentation processes. These advancements are not only enhancing the economic viability of bio-based HMDA but also expanding its potential applications beyond traditional segments, such as coatings, adhesives, and polyurethanes. The growing interest from multinational corporations and venture capitalists is a testament to the market’s promising outlook.

Regionally, Asia Pacific is emerging as the fastest-growing market for bio-based HMDA, propelled by rapid industrialization, a robust manufacturing base, and supportive government policies in countries like China, India, and Japan. North America and Europe also hold significant market shares, driven by strict regulatory frameworks and active participation from leading chemical manufacturers. Latin America and the Middle East & Africa are gradually catching up, supported by growing investments in green technologies and increasing awareness about sustainable materials. This diverse regional landscape underscores the global appeal and transformative potential of bio-based HMDA.

Source Analysis

The source segment of the bio-based HMDA market is primarily categorized into plant-based, microbial fermentation, and others, each playing a pivotal role in shaping the market’s competitive dynamics. Plant-based sources involve the extraction of hexamethylenediamine from renewable feedstocks such as castor oil, sugarcane, and corn. This approach is gaining traction due to the abundant availability of agricultural resources and the relatively straightforward conversion processes. The scalability of plant-based sources is particularly appealing to manuf

The Home Mortgage Disclosure Act (HMDA) requires many financial institutions to maintain, report, and publicly disclose information about mortgages

Report of Hexamethylenediamine (HMDA) is currently supplying a comprehensive analysis of many things which are liable for economy growth and factors which could play an important part in the increase of the marketplace in the prediction period. The record of Hexamethylenediamine (HMDA) Industry is providing the thorough study on the grounds of market revenue discuss production and price happened. The report also provides the overview of the segmentation on the basis of area, contemplating the particulars of earnings and sales pertaining to marketplace.

The percent of first lien mortgage applications for single family homes that were originated or approved out of all applications in the area. The Home Mortgage Disclosure Act (HMDA) requires many financial institutions to maintain, report, and publicly disclose information about mortgages in neighborhoods. Source: Consumer Financial Protection Bureau Years Available: 2019, 2021, 2022, 2023

Explore the growth potential of Market Research Intellect's Hexamethylenediamine (HMDA) Competitive Market Report, valued at USD 1.2 billion in 2024, with a forecasted market size of USD 1.8 billion by 2033, growing at a CAGR of 5.0% from 2026 to 2033.

The Hexamethylenediamine (HMDA) market, valued at approximately $2.5 billion in 2025, is projected to experience robust growth, exhibiting a Compound Annual Growth Rate (CAGR) exceeding 4% from 2025 to 2033. This expansion is fueled by several key drivers. The burgeoning nylon industry, a primary application for HMDA, is experiencing significant growth driven by increasing demand for textiles, particularly in rapidly developing economies like those in Asia-Pacific. Furthermore, the automotive sector's reliance on HMDA in plastics and coatings contributes significantly to market demand. Advances in biocide technologies utilizing HMDA as an intermediate are also creating new avenues for growth. While challenges exist, such as fluctuations in raw material prices and potential environmental concerns surrounding production processes, the overall market trajectory remains positive. The competitive landscape features both established chemical giants like BASF, Dow, and Solvay, and emerging players focused on sustainable production methods. Regional variations are evident, with Asia-Pacific, particularly China and India, dominating the market due to large-scale nylon and textile production. North America and Europe also maintain significant market shares, driven by established chemical industries and robust automotive sectors. The industry is expected to see continued innovation in sustainable manufacturing processes and new applications, further bolstering its growth trajectory in the coming years. The forecast for the HMDA market anticipates a consistent expansion through 2033. While precise figures are dependent on various factors such as economic conditions and technological advancements, a conservative projection suggests a market size exceeding $3.5 billion by 2033. This growth will be strategically driven by continuous investments in research and development, aiming to improve the efficiency and sustainability of HMDA production. This also includes exploring new applications in niche markets. Further expansion is likely through strategic partnerships and mergers and acquisitions within the industry. The focus will remain on catering to the escalating demands of key end-user industries while simultaneously addressing environmental concerns and enhancing production efficiency. Recent developments include: March 2022: Asahi Kasei Corporation announced a strategic partnership with Genomatica Inc. to commercialize renewable nylon 6,6 made from Genomatica’s bio-based hexamethylenediamine building block. The partnership will help Asahi Kasei Corporation to further strengthen its market for hexamethylenediamine., January 2022: BASF SE announced its plan to build a new hexamethylene diamine plant in Chlaampe, France. The new plant is set to increase BASF’s annual Hexamethylenediamine production capacity to 260,000 metric tons. The production of hexamethylenediamine is expected to start in 2024.. Key drivers for this market are: Increasing Consumption of Nylon 66 Resins, The Rising Demand for Hexamethylenediamine in Automotive and Textile Industries; Other Drivers. Potential restraints include: Increasing Consumption of Nylon 66 Resins, The Rising Demand for Hexamethylenediamine in Automotive and Textile Industries; Other Drivers. Notable trends are: Textile End-User Industry to Dominate the Market.

The global industrial grade hexamethylenediamine (HMDA) market, valued at $7.89 billion in 2025, is projected to experience robust growth, driven primarily by the expanding nylon 6,6 production. Nylon 6,6, a crucial component in various industries including textiles, automotive, and packaging, relies heavily on HMDA as a key monomer. Increased demand for high-performance materials in these sectors fuels the market expansion. Furthermore, advancements in HMDA production technologies, emphasizing energy efficiency and reduced environmental impact, are contributing to market growth. While supply chain disruptions and fluctuations in raw material prices pose challenges, ongoing investments in research and development, aimed at creating more sustainable and cost-effective production processes, are mitigating these risks. The competitive landscape features both established global players like Invista, BASF, and Toray Industries, as well as significant regional producers such as those in China. This dynamic environment fosters innovation and ensures a continuous supply of HMDA to meet the growing global demands. The market's Compound Annual Growth Rate (CAGR) of 5.2% from 2025 to 2033 suggests a steady and predictable expansion. This growth is expected to be relatively consistent across major regions, with variations potentially stemming from regional economic conditions and industrial development patterns. Market segmentation by application (nylon 6,6 production, other applications) and geography will be vital in analyzing future growth trajectories. The industry's focus on sustainable practices is becoming increasingly critical, influencing both production methods and consumer choices. This will likely lead to a rise in demand for HMDA produced via more eco-friendly processes, further shaping the market's landscape in the coming years. Continuous monitoring of raw material costs, production capacity, and technological advancements will be key factors influencing future market performance.

Explore the growth potential of Market Research Intellect's Hexamethylenediamine (HMDA) Market Report, valued at USD 1.5 billion in 2024, with a forecasted market size of USD 2.5 billion by 2033, growing at a CAGR of 7.2% from 2026 to 2033.

From landing page:FHFA establishes annual single-family and multifamily housing goals for mortgages purchased by Fannie Mae and Freddie Mac. The Enterprise Housing Goals include separate categories for single-family mortgages on housing that is affordable to low-income and very low-income families, as well as refinanced mortgages for low-income borrowers. FHFA also establishes separate annual goals for multifamily housing. Loans that are eligible for housing goals credit are mortgages on owner-occupied housing with one to four units. The mortgages must be conventional, conforming mortgages, defined as mortgages that are not insured or guaranteed by the Federal Housing Administration or another government agency and with principal balances that do not exceed the conforming loan limits for Enterprise mortgages. This page provides data on Enterprise performance and activity related to the single-family housi​​ng goals. A full glossary of terms is provided below. Single-Family Enterprise Mortgage Acquisitions: Race and Ethnicity Data The new housing goals data tables provide insight on the racial and ethnic composition of loans acquired by the Enterprises that are eligible for housing goals credit. FHFA has provided the racial and ethnic distribution of the Enterprises' acquisitions across each of the current single-family housing goals categories. ​ Single-Family Housing Goal Loan Segments: State-Level Data FHFA is publishing state-level data for each single-family goal loan purchase and refinance segment. It is important to note that FHFA does not set state-level targets but only at the national level. These tables provide the Enterprises' share in each state along with the market share, as calculated by FHFA using the 'static' HMDA data for each year to determine Enterprise housing goals performance each year. It is important to note that HMDA state-level data are impacted by the number of HMDA-exempt reporters in each state. For more information on HMDA reporting requirements, visit the CFPB HMDA Reporting Requirements page.Low-Income Census Tracts, Minority Census Tracts and Designated Disaster Areas Data The Federal Housing Enterprises Financial Safety and Soundness Act of 1992 (Safety and Soundness Act) provides for the establishment of single-family and multifamily goals each year, including a single-family purchase money mortgage goal for families residing in low-income areas. The Safety and Soundness Act defines "low-income area" for the single-family low-income areas home purchase goal as: Census tracts or block numbering areas in which the median income does not exceed 80 percent of area median income (AMI). In addition, for the purposes of this goal, "families residing in low-income areas" also include: Families with income not greater than 100 percent of AMI who reside in minority census tracts. Families with income not greater than 100 percent of AMI who reside in designated disaster areas. ​A "minority census tract" is a census tract that has a minority population of at least 30 percent and a median income of less than 100 percent of the AMI. A "low-income census tract" is census tract in which the median income does not exceed 80 percent of the AMI. Designated disaster areas are identified by FHFA based on the three most recent years' declarations by the Federal Emergency Management Agency (FEMA), where individual assistance payments were authorized by FEMA. A map of census tracts identified as minority census tracts in 2024 can be ​found here. A map of census tracts identified as low-income census tracts in 2024 can be found here. ​Learn more about low-income census tracts, minority census tracts, and designated disaster areas.

The global hexamethylenediamine (HMDA) market, valued at $7,174.9 million in 2025, is projected to experience steady growth, driven by increasing demand from the nylon 6,6 industry. This robust demand stems from the expanding applications of nylon 6,6 in various sectors, including automotive, textiles, and packaging. The automotive industry, in particular, is a significant driver due to the increasing use of nylon 6,6 in high-strength, lightweight components for fuel efficiency and improved safety features. Technological advancements in nylon 6,6 production, focusing on sustainability and reduced environmental impact, are also contributing to market expansion. However, the market faces constraints such as fluctuations in raw material prices (like adipic acid and ammonia) and stringent environmental regulations related to HMDA production and waste disposal. The market's competitive landscape is characterized by several key players, including established chemical giants and specialty chemical manufacturers, each striving for market share through innovation and strategic partnerships. Considering a CAGR of 3.0%, we can project a moderate, yet consistent, growth trajectory for the HMDA market throughout the forecast period (2025-2033). This growth is expected to be relatively stable, influenced by the cyclical nature of the downstream industries. Regional variations in market growth are anticipated, with regions experiencing rapid industrialization and infrastructure development likely to exhibit higher growth rates. While specific regional data is unavailable, we can infer that established markets in North America and Europe will maintain a significant share, alongside emerging growth in Asia-Pacific driven by increasing consumption in developing economies. The focus on sustainable manufacturing practices will shape future market trends, influencing both production methods and consumer preferences. Continuous innovation in nylon 6,6 applications will remain critical in driving future HMDA market growth.

This replication package contains code and supplementary data for "One Threshold Doesn't Fit All: Tailoring Machine Learning Predictions of Consumer Default for Lower-Income Areas" (Meursault, Moulton, Santucci, & Schor, Journal of Policy Analysis and Management). The package includes scripts for data preparation for this research, machine learning model training, and threshold analysis, organized in three main directories. This package provides supplementary data including rolling window specifications, FIPS codes, and Community Reinvestment Act Low and Moderate Income area designations. The master script _00_run_all.R orchestrates the complete replication workflow. Note that certain variable names have been removed per contractual limitations on sharing data content or attributes. The data that support the findings of this study are from the Federal Reserve Bank of New York Consumer Credit Panel/Equifax data (CCP). Access to the CCP microdata is limited to Federal Reserve System researchers, and their coauthors, due to contractual limitations. Individual analyses also use the Federal Reserve Board’s Capital Assessments and Stress Testing (Y-14M) report and the HMDA-McDash-CRISM dataset: a combination of Home Mortgage Disclosure Act (HMDA) data, Black Knight McDash (McDash) data, and Equifax Credit Risk Insight Servicing data, that is linked to the McDash data (CRISM). Access to these datasets is also restricted.

Created for the 2023-2025 State of Black Los Angeles County (SBLA) interactive report. To learn more about this effort, please visit the report home page at https://ceo.lacounty.gov/ardi/sbla/. For more information about the purpose of this data, please contact CEO-ARDI. For more information about the configuration of this data, please contact ISD-Enterprise GIS. Table Name Indicator Name Universe Timeframe Source Race Notes Source URL

homeownership_pct % Homeownership Occupied Housing Units 2016-2020 American Community Survey - Table B25003B-I Race alone; White is Non-Hispanic White https://data.census.gov/cedsci/table?g=0500000US06037&tid=ACSDT5Y2020.B25003

renters_pct % Renters Occupied Housing Units 2016-2020 American Community Survey - Table B25003B-I Race alone; White is Non-Hispanic White https://data.census.gov/cedsci/table?g=0500000US06037&tid=ACSDT5Y2020.B25003

mean_home_value Mean Home Value Households 2021 Public Use Microdata Sample (PUMS) All races are Non-Hispanic LA County eGIS-Demography

accepted_mortgage_pct Accepted Mortgate Rate Mortgage Applications 2021 Home Mortgage Disclosure Act HMDA categories - https://files.consumerfinance.gov/f/documents/cfpb_reportable-hmda-data_regulatory-and-reporting-overview-reference-chart-2019.pdf https://ffiec.cfpb.gov/data-browser/data/2021

rent_burden_pct Rent Burdened Renter Households 2019 California Housing Partnership All races are Non-Hispanic https://chpc.net/housingneeds/?view=37.405074,-119.26758,5&county=California,Los+Angeles&group=housingneed&chart=shortfall|current,cost-burden|current,cost-burden-re|current,homelessness,historical-rents,vacancy,asking-rents|2022,budgets|2021,funding|current,state-funding,lihtc|2010:2021:historical,rhna-progress,multifamily-production

rent_burden_severe_pct Severely Rent Burdened Renter Households 2019 California Housing Partnership All races are Non-Hispanic https://chpc.net/housingneeds/?view=37.405074,-119.26758,5&county=California,Los+Angeles&group=housingneed&chart=shortfall|current,cost-burden|current,cost-burden-re|current,homelessness,historical-rents,vacancy,asking-rents|2022,budgets|2021,funding|current,state-funding,lihtc|2010:2021:historical,rhna-progress,multifamily-production

eviction_per_100_hh Eviction Rate Renter Households 2014-2017 The Eviction Lab at Princeton University

https://data-downloads.evictionlab.org/#data-for-analysis/

homeless_count Homeless Count Population excluding Long Beach, Glendale, and Pasadena 2022 LAHSA

https://www.lahsa.org/documents?id=6545-2022-greater-los-angeles-homeless-count-deck

homeless_homeless_pct % Homeless Population Population excluding Long Beach, Glendale, and Pasadena 2022 LAHSA

https://www.lahsa.org/documents?id=6545-2022-greater-los-angeles-homeless-count-deck

homeless_county_pct % County Population Population excluding Long Beach, Glendale, and Pasadena 2022 LAHSA

https://www.lahsa.org/documents?id=6545-2022-greater-los-angeles-homeless-count-deck

unable_pay_mortgage_rent% Delayed or Were Unable to Pay Mortgage or Rent in the past 2 Years Households 2018 LAC Health Survey https://www.publichealth.lacounty.gov/ha/HA_DATA_TRENDS.htm

homeless_ever% Who Reported Ever Being Homeless or Not Having Their Own Place to Live or Sleep in the past Five Years Adults 2018 LAC Health Survey https://www.publichealth.lacounty.gov/ha/HA_DATA_TRENDS.htm