# Very Important - Check out the new must-see kernel for this dataset [Click Here][1] - Make Sure to upvote for more datasets and kernel :D Overview: Explore the dataset and potentially gain valuable insight into your data science project through interesting features. The dataset was developed for a portfolio optimization graduate project I was working on. The goal was to the monetize risk of company deleveraging by associated with changes in economic data. Applications of the dataset may include. To see the data in action visit my analytics page. [Analytics Page & Dashboard][2] and to access all 295,000+ records [click here][3]. - Mortgage-Backed Securities - Geographic Business Investment - Real Estate Analysis For any questions, you may reach us at research_development@goldenoakresearch.com. For immediate assistance, you may reach me on at 585-626-2965. *Please Note: the number is my personal number and email is preferred* Statistical Themes: *Note: in total there are 75 fields the following are just themes the fields fall under* Home Owner Costs: Sum of utilities, property taxes. - **Second Mortgage:** Households with a second mortgage statistics. - **Home Equity Loan:** Households with a Home equity Loan statistics. - **Debt:** Households with any type of debt statistics. - **Mortgage Costs:** Statistics regarding mortgage payments, home equity loans, utilities and property taxes - **Home Owner Costs:** Sum of utilities, property taxes statistics - **Gross Rent:** Contract rent plus the estimated average monthly cost of utility features - **Gross Rent as Percent of Income** Gross rent as the percent of income very interesting - **High school Graduation:** High school graduation statistics. - **Population Demographics:** Population demographic statistics. - **Age Demographics:** Age demographic statistics. - **Household Income:** Total income of people residing in the household. - **Family Income:** Total income of people related to the householder. Sources, if you wish to get the data your self :) 2012-2016 ACS 5-Year Documentation was provided by the U.S. Census Reports. Retrieved May 2, 2018, from - [Census estimate, error, and location data][4] - [Census location information][5] Access All 325,258 Location of Our Most Complete Database Ever: **Providing you the potential to monetize risk and optimize your investment portfolio through quality economic features at unbeatable price**. *Access all 295,000+ records on an incredibly small scale, see links below for more details*: - **Full Dataset**: [View Full Dataset][7] - **Real Estate Research**: [View Research][8] [1]: https://www.kaggle.com/alexgeiger/financial-hedging-eda-factor-analysis [2]: https://www.goldenoakresearch.com/analytics [3]: https://www.goldenoakresearch.com/shop [4]: https://www2.census.gov/programs-surveys/acs/summary_file/2016/data/5_year_by_state/ [5]: https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2016_Gazetteer/ [6]: https://www.ed.gov/ [7]: https://www.goldenoakresearch.com/shop [8]: https://www.goldenoakresearch.com/hedging-real-estate-research