There are two go to marketing strategies that COIL can use. same zip code have the same sociodemographic attributes. Safety Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. The data dictionary ([Web Link]) describes the variables used and their values. It is further divided into a training set (5822 observations) and a test set (4000 observations). Muthu Kumaar Thangavelu (G1101765E) There was a problem preparing your codespace, please try again. This repository is part of the Caravan project/dataset. Compute time series of spatially-averaged meteorological forcings on Google Earth Engine. Fig 3: Derived Variables 3.8 Balancing the training data It has been noticed that the training dataset is not highly representative of positive cases i.e.CARAVAN=1. CUST_SUB_LIFESTYLE_REFLECTION: The corresponding data visualizations can be observed in the uploaded jupyter notebook. The sociodemographic data is derived from zip codes. sign in Registered Office: Pegasus House, Bakewell Road, Orton Southgate, Peterborough, PE2 6YS. Having said that, I have developed analysis that compares overall costs for all eighteen models for classification cutoff values ranging from 0 to 1. Caravan insurance data mining statistical analysis, Product Planning Manager, Oncology & Hospital Specialty Care Marketing at MSD. to use Codespaces. Are you sure you want to create this branch? Here is how you do it. The data consists of 86 variables and includes product usage data and socio-demographic data, Original Owner and Donor:
Peter van der Putten
Sentient Machine Research
Baarsjesweg 224
1058 AA Amsterdam
The Netherlands
+31 20 6186927
pvdputten '@' hotmail.com, putten '@' liacs.nl
TIC Benchmark Homepage: http://www.liacs.nl/~putten/library/cc2000/. How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. 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. You can load the Caravandata set in R by issuing the following command at the console data("Caravan"). 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. Each record consists of 86 attributes, containing sociodemographic data (attribute 1-43) and product ownership (attributes 44-86).The sociodemographic data is derived from zip codes. Lines open Mon-Fri 9am-5.30pm. Additionally, every data that is contributed contains a separate license/info file, attributing your contribution to this project and explaining the source of license specification of this addition. If nothing happens, download GitHub Desktop and try again. KDD. The dataset used is from the CoIL Challenge 2000 datamining competition. Rented house, in the zipcode area of the customer. The training data has 5893 observations, whereas, the test data consists of the remaining 3929 observations. James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) Since, this dataset was used for the purposes of a challenge, I obtained the data in the form of training data and test data, which is why, there was no need to split the data for my analysis. All Rights Reserved, , http://www.liacs.nl/~putten/library/cc2000/data.html, http://www.liacs.nl/~putten/library/cc2000/, OpenIntro Statistics Dataset - winery_cars. http://www.liacs.nl/~putten/library/cc2000/ [Web Link]. Work fast with our official CLI. This type of policy is more similar to a homeowner's policy. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. We all want to keep costs low, especially in todays economic climate, and it might be tempting to let your caravan insurance lapse. The data set contains information on customers of an insurance company which includes the - Young, family starters (1) This analysis can be observed in the uploaded notebook. All datasets are in tab delimited format. We combined the training and test dataset for my initial data exploration and visualization, however, for fitting my models, I used the given training data and evaluated the performance measures on the given test data. A Simple Method For Estimating Conditional Probabilities For SVMs. Caravan insurance policies in New Zealand typically cover you if you're living in, towing, parking, garaging or storing a caravan. initial claims claims insurance unemployment economic development. June 22, 2000. You might need to make adjustments . All customers living in areas with the same zip code have the same sociodemographic attributes. 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. 57, iss. If youre looking to reduce the cost of your caravan insurance year after year, the easiest way to do this is to fit extra security to your caravan. Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. Science Technical Report 2000-09. i.e., what go to market strategies could be used in order to maximize profits. Once insured you will be able to build your caravanning no claims bonus and thus discount this could get you up to 20% off a quote for three years claim free caravanning. After under sampling the number of non-success class observations in the training dataset, I re-ran my six classification models and noticed an overall improvement in the performance measures associated with correctly identifying the success class observations. Its static caravan cover includes public liability up to 5 million; fire, theft, storm and flood damage; accidental damage; fixtures and fittings; and keys and locks up to 500. 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. Please enable Cookies and reload the page. infected with a virus or malware. The results from these allowed us to state the relationship between After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. Energy and Digital products are not regulated by the FCA. Since, this dataset was used for the purposes of a challenge, I obtained the data in the form of training data and test data, which is why, there was no need to split the data for my analysis. A tag already exists with the provided branch name. So if you want to learn how we can . The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. This product has 5 key use cases. The training set contains over 5000 descriptions of customers, including the information of whether they have a caravan insurance policy. CS Department, AI Unit Dortmund University. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Datasets are usually for public use, with all personally identifiable information removed to ensure confidentiality. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. For more information on customizing the embed code, read Embedding Snippets. Therefore, the high accuracy of these models is of limited use as they do not help in classifying success class observations correctly, which is my main objective. Global businesses and organizations buy Healthcare Marketing Data from . 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. Business purposes are excluded. Work fast with our official CLI. Games, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) An Introduction to Statistical Learning with applications in R, www.StatLearning.com, Springer-Verlag, New York. The last column (Purchase) indicates whether the customer purchased a caravan insurance policy. Looks like youve clipped this slide to already. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) representing the socio demographic, education, insurance interests and income levels of customers. See "How to contribute" for more details about how to contribute to the Caravan project. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. data is derived from zip codes. Why not get a cheap caravan insurance quote today and see how much you can save by following our advice? 57, iss. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 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. 1-43) and product ownership (variables 44-86). If you are on a personal connection, like at home, you can run an anti-virus scan on your device to make sure it is not How Does The First Computer Look Like - The World S First Computer With Data Storage History Daily - Input of data means to read information from a keyboard, a storage device like a hard drive, or a sensor.the computer processes or changes the data by following the instructions in software programs. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. Club membership So, for example, if your air conditioning motor breaks down, the insurance covers repair costs.
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