A simple alarm, for example, can save you 5% off your premium. 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) The first 43 attributes are demographic and social data, whereas, the remaining 43 variables are insurance product usage related data which indicate customers of the companys existing policies such as fire, boat, life, etc. After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. (1,6,7,10,11,14,16,17,18,19,20,21,22,24,26,28,29,30,31,32,33,34,35,37,38,39,40,41) Springer-Verlag, New York. Best caravan insurance companies in the UK right now - Finder UK So, for example, if your air conditioning motor breaks down, the insurance covers repair costs. We all want to keep costs low, especially in todays economic climate, and it might be tempting to let your caravan insurance lapse. Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. Caravan: The Insurance Company (TIC) Benchmark In ISLR: Data for an Introduction to Statistical Learning with Applications in R DescriptionUsageFormatSourceReferencesExamples Description The data contains 5822 real customer records. Whether you own a touring caravan or a static caravan, you could be glad of having caravan insurance in place if something goes wrong. Use Git or checkout with SVN using the web URL. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. The dataset used is from the CoIL Challenge 2000 datamining competition. The data contained a range of information on customers, which included income, age range, vehicle ownership, number of policies held, and level of contributions (premiums) paid as well as more qualitative information on lifestyle and type of households. For details on the references, see the information included in the licenses folder of the Caravan dataset, If you have any questions/feedback regarding the Caravan dataset/project, please contact Frederik Kratzert kratzert(at)google.com. Learn more. There are a lot of factors that determine the premium of health insurance. CPOL: Code Project Open License - CodeProject Updated 3 years ago. P. van der Putten and M. van Someren (eds) . 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. infected with a virus or malware. Additionally, Caravan provides code to derive meteorological forcing data and catchment attributes in the cloud, making it easy for anyone to extend Caravan to new catchments. If they approach all the customers they have to divide the marketing budget between of them, effectively reducing the discounts they can offer to individual customers leading to lower conversion rate. Source However, numerous efforts and solutions are already in place for answering this question, I tend to focus more on my second part of the analysis, which is devising a go to market strategy. The PPV and sensitivity for all my models are compared in a graph in the jupyter notebook and since there is no clear winning model in terms of both, sensitivity and PPV, I recommend two different strategies based on the selected tradeoff between PPV and sensitivity.
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