Caravan Insurance Challenge | Kaggle Our Products. 2.1.1. Work fast with our official CLI. The Caravan Insurance Challenge was posted on Kaggle with the aim in helping the marketing team of the insurance company to develop a more effective marketing strategy. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. All customers living in areas with the There are two go to marketing strategies that COIL can use. Moreover, the unbalanced nature of this dataset required us to use sampling techniques to capture the characteristics of the success class (only 5.9% of the observations). So, for example, if your air conditioning motor breaks down, the insurance covers repair costs. Caravan insurance data mining prediction models - SlideShare Caravan Insurance | Camper Trailer & Motorhome Insurance | QBE AU Aman Kharwal. Now, I calculated the highest profit for each of my 18 models depending on the optimal cutoff for that mode. North Wales PA 19454 It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. This visualization can be observed in the notebook and I see that my model logistic regression on the unbalanced dataset turns out to be the most profitable model out of the all 18 models at an optimal cutoff value. Algorithmic Risk Prediction for Life Insurance Applications through supervised learning algorithms By Bharat , Dylan , Leonie and Mingdao (Jack) In this two-part series, we will describe our experience of working on the Prudential Life Insurance Dataset to predict the risk of life insurance applications using supervised learning algorithms. Test your data mining algorithm to predict who will buy caravan insurance policy The Insurance Company (TIC) Benchmark Data Card Code (6) Discussion (0) About Dataset This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. By accepting, you agree to the updated privacy policy. Note that the confidence of this rule is 1, however, given the unbalanced nature of this dataset, the best support I could obtain was around 0.0012. Caravan insurance guide | Finder NZ Moreover, other characteristics of caravan mobile home insurance buyers generally include lower level education, Income 30,000, and Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? Epgp09 10 - term v - prm - group ii - pricing in-insurance_industry - project Profiling banking customers - Insurance and Pension Products, Caravan insurance data mining prediction models, Nano Based Polymers and Applications in Drug Delivery, 2017 Top Issues - Changing Business Models - January 2017. CPOL: Code Project Open License - CodeProject The dataset used is from the CoIL Challenge 2000 datamining competition. For taking advantage of different classification algorithms and improving performance measures of my classification, I used multiple classification algorithms including Logistic Regression, K-NN classification and Nave Bayes Classification. Of caravans and cross-validation - GitHub Pages Published by Sentient Machine Research, Amsterdam. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. June 22, 2000. Photography Insurance; Camera Insurance . Information about customers consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Please enable Cookies and reload the page. TICEVAL2000.txt: Dataset for predictions (4000 customer records). P. van der Putten and M. van Someren. For my first part of the analysis, the initial data visualizations indicate that the buyers of caravan mobile home insurance policies also tend to buy car policies and fire policies. Static insurance covers permanent caravans that may be used as a residence. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Insurance Company Benchmark (COIL 2000) Data Set A Simple Method For Estimating Conditional Probabilities For SVMs. There are 12,889 questions and 21,325 answers in the training set. The company wants to spend 10% per unit of revenue to cross selling (marketing plus penetration pricing) and achieve maximum profit by balancing cost and target numbers. Get smarter at building your thing. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. Insurance - Towards Data Science The code provided in this dataset can be used to: The generated output is already in a folder structure that can be easily integrated into the existing dataset. Caravan Insurance | Quote & Buy Online | Towergate A data frame with 5822 observations on 86 variables. A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. October 26, 2021. sign in Muthu Kumaar Thangavelu (G1101765E) Use Git or checkout with SVN using the web URL. Variable 86 Club membership It has the same format as TICDATA2000.txt, only the target is missing. A test set contains 4000 customers of whom only the organisers know if they have a caravan insurance policy. CoIL Challenge 2000: The Insurance Company Case. Registered in England No. https://github.com/google/eng-edu/blob/main/ml/cc/exercises/linear_regression_with_a_real_dataset.ipynb The Caravan dataset that was released together with the paper can be found here. Insurance companies recognise that caravan owners who join these clubs are generally more interested in looking after their caravan, and take caravan safety more seriously, so as a member you could get up to 10% with some insurers! Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Remember, caravan insurance covers you for more than just the caravan itself. Global businesses and organizations buy Healthcare Marketing Data from . same zip code have the same sociodemographic attributes. Pros and cons. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Although they are great for meeting likeminded caravanners and enjoying your caravanning breaks in friendly groups with organised activities; being a member of one can also mean a generous discount off your caravan insurance. The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. Here is how you do it. data is derived from zip codes. This is something that should be kept in mind and taken care of when using this rule. The first thing I'm going to do is make a copy of it as a tibble, then see what we've got. The value of your caravan: The replacement or repair cost . InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. Data Mining of Caravan Insurance Data Set Using R. Use Git or checkout with SVN using the web URL. If you need to download R, you can go to the R project website. Description June 22, 2000. 177-195, Kluwer Academic Publishers Health Insurance is a type of insurance that covers medical expenses. We all know that making a claim on our insurance can result in our premium going up at renewal, so if you can keep yourself claim free on your caravan insurance, you wont see an additional charge imposed by your insurance company. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Out of the 86 attributes, two are categorical, 83 are numerical and one is the class/target variable (Caravan Insurance Purchased). Health Insurance Premium Prediction with Machine Learning The data contains 5822 real customer records. Source Best caravan insurance companies in the UK right now - Finder UK Married observations. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. You signed in with another tab or window. STATISTICAL ANALYSIS We extract and analyze the raw variables with labels and try to categorize the variables based on the based on family status and age. The Code Project Open License (CPOL) is intended to provide developers who choose to share their code with a license that protects them and provides users of their code with a clear statement regarding how the code can be used. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. As consulted with one of my connections who is a subject matter expert with respect to insurance cross-selling, I learnt that the ratio of costs of FP to that of FN is around 1:18. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. Linear and Ensembling Regression Based Health Cost Insurance Prediction You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. K6255 Knowledge Discovery and Data Mining June 22, 2000. All Rights Reserved, , http://www.liacs.nl/~putten/library/cc2000/data.html, http://www.liacs.nl/~putten/library/cc2000/, OpenIntro Statistics Dataset - winery_cars. In most cases, you'll find your caravan make within the drop down menu when you get a touring caravan quote, but if isn't there then give us a quick call on 01242 538 431 and we can confirm whether we can provide cover. The unique Ray ID for this page is: 7a27d02e1dc5c268. Taking some extra precautions can reduce your premium considerably, so read on for our top tips to keep your insurance as cheap as possible. The data dictionary ([Web Link]) describes the variables used and their values. (Purchase) indicates whether the customer purchased a caravan Contents Coverage Every policy has a different level of contents insurance. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. This is usually a hitchlock and a wheel clamp. TICEVAL2000.txt: Dataset for predictions (4000 customer records). 2018. If you can store your caravan at home, make sure its behind locked gates or a drivepost that prevent thieves from towing the caravan away. Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. It is explicitly not allowed to use this dataset for commercial education or demonstration purposes. It has the same format as TICDATA2000.txt, only the target is missing. CUST_SUB_LIFESTYLE_REFLECTION: Compute static catchment attributes on Google Earth Engine. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. R documentation and datasets were obtained from the R Project and are GPL-licensed. Data is (c) Sentient Machine Research 2000
This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. looking for misconfigured or infected devices. Thirdly, the raw dataset and the feature scaled dataset . The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. The sociodemographic data is derived from zip codes. SIGKDD Explorations, 2. When your caravan is being towed, your car insurance policy often only extends to third party cover, so any damage to the caravan itself would be covered under your caravan insurance. Caravan Insurance - The Camping and Caravanning Club In 2000, a Europe insurance company that offered various insurance services including life, auto, boat insurances to a large customer faced this challenge of cross-selling where the companys newest service Caravan insurance policy turned to be disappointing in terms of sales. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. Free access to premium services like Tuneln, Mubi and more. How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. Health Insurance Coverage - Household Pulse Survey - COVID-19 Australian Caravan Insurance Review | finder.com.au Our main vision with Caravan is that this dataset will grow over time. You can load the Caravan data set in R by issuing the following command at the console data("Caravan"). Business purposes are excluded. The data was originally supplied by Sentient Machine Research Healthcare Insurance Data | Healthcare Insurance Dataset - Datarade Lay-up cover. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. 2. 4.6.5: K-Nearest Neighbors - Clark Science Center Anyone, with as little as streamflow records and catchment boundaries of one (or more) basins, can contribute to extending the Caravan dataset to new regions. The Code Project Open License (CPOL) 1.02. Exploratory Data Analysis (EDA) solution to Kaggle caravan insurance challenge on R | by Kieran Tan Kah Wang | Analytics Vidhya | Medium Write Sign up Sign In 500 Apologies, but something. A caravan insurance policy could cover you for the following: Archived | Use balancing to produce more relevant models and data 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) i.e., what go to market strategies could be used in order to maximize profits. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. The data set contains information on customers of an insurance company which includes the The sociodemographic The insurance company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. The size of this file is about 1,024,817 bytes. Introductory bonuses The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. The sociodemographic data is derived from zip codes. The dataset consists of 86 attributes and 9822 data points. Looks like youve clipped this slide to already. Estimates on this page are derived from the Household Pulse Survey and show the percentage of adults aged 18-64 years who were uninsured at the time of the interview or had public or private . After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. There are a lot of factors that determine the premium of health insurance. If you are at an office or shared network, you can ask the network administrator to run a scan across the network Springer-Verlag, New York. According to Public Law 113-235 Dec. 16, 2014, the Census Bureau was to "collect data for the Annual Social and Economic Supplement to the .
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Caravan Insurance Challenge | Kaggle Our Products. 2.1.1. Work fast with our official CLI. The Caravan Insurance Challenge was posted on Kaggle with the aim in helping the marketing team of the insurance company to develop a more effective marketing strategy. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. All customers living in areas with the There are two go to marketing strategies that COIL can use. Moreover, the unbalanced nature of this dataset required us to use sampling techniques to capture the characteristics of the success class (only 5.9% of the observations). So, for example, if your air conditioning motor breaks down, the insurance covers repair costs.
Caravan insurance data mining prediction models - SlideShare Caravan Insurance | Camper Trailer & Motorhome Insurance | QBE AU Aman Kharwal. Now, I calculated the highest profit for each of my 18 models depending on the optimal cutoff for that mode. North Wales PA 19454 It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. This visualization can be observed in the notebook and I see that my model logistic regression on the unbalanced dataset turns out to be the most profitable model out of the all 18 models at an optimal cutoff value. Algorithmic Risk Prediction for Life Insurance Applications through supervised learning algorithms By Bharat , Dylan , Leonie and Mingdao (Jack) In this two-part series, we will describe our experience of working on the Prudential Life Insurance Dataset to predict the risk of life insurance applications using supervised learning algorithms. Test your data mining algorithm to predict who will buy caravan insurance policy The Insurance Company (TIC) Benchmark Data Card Code (6) Discussion (0) About Dataset This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. By accepting, you agree to the updated privacy policy. Note that the confidence of this rule is 1, however, given the unbalanced nature of this dataset, the best support I could obtain was around 0.0012.
Caravan insurance guide | Finder NZ Moreover, other characteristics of caravan mobile home insurance buyers generally include lower level education, Income 30,000, and Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? Epgp09 10 - term v - prm - group ii - pricing in-insurance_industry - project Profiling banking customers - Insurance and Pension Products, Caravan insurance data mining prediction models, Nano Based Polymers and Applications in Drug Delivery, 2017 Top Issues - Changing Business Models - January 2017.
CPOL: Code Project Open License - CodeProject The dataset used is from the CoIL Challenge 2000 datamining competition. For taking advantage of different classification algorithms and improving performance measures of my classification, I used multiple classification algorithms including Logistic Regression, K-NN classification and Nave Bayes Classification.
Of caravans and cross-validation - GitHub Pages Published by Sentient Machine Research, Amsterdam. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. June 22, 2000. Photography Insurance; Camera Insurance . Information about customers consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Please enable Cookies and reload the page. TICEVAL2000.txt: Dataset for predictions (4000 customer records). P. van der Putten and M. van Someren. For my first part of the analysis, the initial data visualizations indicate that the buyers of caravan mobile home insurance policies also tend to buy car policies and fire policies. Static insurance covers permanent caravans that may be used as a residence. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Insurance Company Benchmark (COIL 2000) Data Set A Simple Method For Estimating Conditional Probabilities For SVMs. There are 12,889 questions and 21,325 answers in the training set. The company wants to spend 10% per unit of revenue to cross selling (marketing plus penetration pricing) and achieve maximum profit by balancing cost and target numbers. Get smarter at building your thing. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too.
Insurance - Towards Data Science The code provided in this dataset can be used to: The generated output is already in a folder structure that can be easily integrated into the existing dataset.
Caravan Insurance | Quote & Buy Online | Towergate A data frame with 5822 observations on 86 variables. A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. October 26, 2021. sign in Muthu Kumaar Thangavelu (G1101765E) Use Git or checkout with SVN using the web URL. Variable 86 Club membership
It has the same format as TICDATA2000.txt, only the target is missing. A test set contains 4000 customers of whom only the organisers know if they have a caravan insurance policy. CoIL Challenge 2000: The Insurance Company Case. Registered in England No. https://github.com/google/eng-edu/blob/main/ml/cc/exercises/linear_regression_with_a_real_dataset.ipynb The Caravan dataset that was released together with the paper can be found here. Insurance companies recognise that caravan owners who join these clubs are generally more interested in looking after their caravan, and take caravan safety more seriously, so as a member you could get up to 10% with some insurers! Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Remember, caravan insurance covers you for more than just the caravan itself. Global businesses and organizations buy Healthcare Marketing Data from . same zip code have the same sociodemographic attributes. Pros and cons. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Although they are great for meeting likeminded caravanners and enjoying your caravanning breaks in friendly groups with organised activities; being a member of one can also mean a generous discount off your caravan insurance. The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. Here is how you do it. data is derived from zip codes. This is something that should be kept in mind and taken care of when using this rule. The first thing I'm going to do is make a copy of it as a tibble, then see what we've got. The value of your caravan: The replacement or repair cost . InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. Data Mining of Caravan Insurance Data Set Using R. Use Git or checkout with SVN using the web URL. If you need to download R, you can go to the R project website. Description June 22, 2000. 177-195, Kluwer Academic Publishers Health Insurance is a type of insurance that covers medical expenses. We all know that making a claim on our insurance can result in our premium going up at renewal, so if you can keep yourself claim free on your caravan insurance, you wont see an additional charge imposed by your insurance company. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Out of the 86 attributes, two are categorical, 83 are numerical and one is the class/target variable (Caravan Insurance Purchased).
Health Insurance Premium Prediction with Machine Learning The data contains 5822 real customer records. Source
Best caravan insurance companies in the UK right now - Finder UK Married observations. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. You signed in with another tab or window. STATISTICAL ANALYSIS We extract and analyze the raw variables with labels and try to categorize the variables based on the based on family status and age. The Code Project Open License (CPOL) is intended to provide developers who choose to share their code with a license that protects them and provides users of their code with a clear statement regarding how the code can be used. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. As consulted with one of my connections who is a subject matter expert with respect to insurance cross-selling, I learnt that the ratio of costs of FP to that of FN is around 1:18. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models.
Linear and Ensembling Regression Based Health Cost Insurance Prediction You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. K6255 Knowledge Discovery and Data Mining June 22, 2000. All Rights Reserved,
, http://www.liacs.nl/~putten/library/cc2000/data.html, http://www.liacs.nl/~putten/library/cc2000/, OpenIntro Statistics Dataset - winery_cars. In most cases, you'll find your caravan make within the drop down menu when you get a touring caravan quote, but if isn't there then give us a quick call on 01242 538 431 and we can confirm whether we can provide cover. The unique Ray ID for this page is: 7a27d02e1dc5c268. Taking some extra precautions can reduce your premium considerably, so read on for our top tips to keep your insurance as cheap as possible. The data dictionary ([Web Link]) describes the variables used and their values. (Purchase) indicates whether the customer purchased a caravan Contents Coverage Every policy has a different level of contents insurance. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. This is usually a hitchlock and a wheel clamp. TICEVAL2000.txt: Dataset for predictions (4000 customer records). 2018. If you can store your caravan at home, make sure its behind locked gates or a drivepost that prevent thieves from towing the caravan away. Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. It is explicitly not allowed to use this dataset for commercial education or demonstration purposes. It has the same format as TICDATA2000.txt, only the target is missing. CUST_SUB_LIFESTYLE_REFLECTION: Compute static catchment attributes on Google Earth Engine. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. R documentation and datasets were obtained from the R Project and are GPL-licensed. Data is (c) Sentient Machine Research 2000
This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. looking for misconfigured or infected devices. Thirdly, the raw dataset and the feature scaled dataset . The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. The sociodemographic data is derived from zip codes. SIGKDD Explorations, 2. When your caravan is being towed, your car insurance policy often only extends to third party cover, so any damage to the caravan itself would be covered under your caravan insurance.
Caravan Insurance - The Camping and Caravanning Club In 2000, a Europe insurance company that offered various insurance services including life, auto, boat insurances to a large customer faced this challenge of cross-selling where the companys newest service Caravan insurance policy turned to be disappointing in terms of sales. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. Free access to premium services like Tuneln, Mubi and more. How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis.
Health Insurance Coverage - Household Pulse Survey - COVID-19 Australian Caravan Insurance Review | finder.com.au Our main vision with Caravan is that this dataset will grow over time. You can load the Caravan data set in R by issuing the following command at the console data("Caravan"). Business purposes are excluded. The data was originally supplied by Sentient Machine Research
Healthcare Insurance Data | Healthcare Insurance Dataset - Datarade Lay-up cover. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. 2.
4.6.5: K-Nearest Neighbors - Clark Science Center Anyone, with as little as streamflow records and catchment boundaries of one (or more) basins, can contribute to extending the Caravan dataset to new regions. The Code Project Open License (CPOL) 1.02. Exploratory Data Analysis (EDA) solution to Kaggle caravan insurance challenge on R | by Kieran Tan Kah Wang | Analytics Vidhya | Medium Write Sign up Sign In 500 Apologies, but something. A caravan insurance policy could cover you for the following:
Archived | Use balancing to produce more relevant models and data 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) i.e., what go to market strategies could be used in order to maximize profits. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. The data set contains information on customers of an insurance company which includes the
The sociodemographic The insurance company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. The size of this file is about 1,024,817 bytes. Introductory bonuses The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. The sociodemographic data is derived from zip codes.
The dataset consists of 86 attributes and 9822 data points. Looks like youve clipped this slide to already. Estimates on this page are derived from the Household Pulse Survey and show the percentage of adults aged 18-64 years who were uninsured at the time of the interview or had public or private . After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. There are a lot of factors that determine the premium of health insurance. If you are at an office or shared network, you can ask the network administrator to run a scan across the network Springer-Verlag, New York. According to Public Law 113-235 Dec. 16, 2014, the Census Bureau was to "collect data for the Annual Social and Economic Supplement to the . %20
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