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. Postprocess the Earth Engine outputs locally and to combine it with streamflow, as well as to compute some additional climate indices. [View Context].Stefan R uping. As they traveled through Mexico, many made their way to the city of Tijuana, located at the border with California. The dataset consists of 86 attributes and 9822 data points. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. 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. Caravan Insurance Challenge Data Card Code (40) Discussion (2) About Dataset This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. 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. Note that the most significant part of my analysis is to identify the success class observations correctly, and hence, the two most important performance features for us are PPV and sensitivity. Bianca Zadrozny and Charles Elkan. 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! 0330 094 5256. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. The sociodemographic data is derived from zip codes. The data contains 5822 real customer records. On this R-data statistics page, you will find information about the Caravan data set which pertains to The Insurance Company (TIC) Benchmark. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? CoIL Challenge 2000: The Insurance Company Case. Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. 2018. This is usually a hitchlock and a wheel clamp. as follows A completed project by the Insurance Risk and Finance Research Centre (www.IRFRC.com) hasassembled a unique dataset from Large Commercial Risk losses in Asia-Pacific (APAC) coveringthe period 2000-2013. References classes which relate to their age, social class, life style and reflection towards investing or spending infected with a virus or malware. Thirdly, the raw dataset and the feature scaled dataset . There are 12,889 questions and 21,325 answers in the training set. Published by Sentient Machine Research, Amsterdam. We all know that making a claim on our insurance can result in our premium going up at renewal . Recapping from the previous two posts, this post will utilise machine learning algorithms to predict customers who are mostly likely to purchase caravan policy based on 85 historic socio-demographic and product-ownership data attributes. 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 sign in Use Git or checkout with SVN using the web URL. 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. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. The cost of a tracking device may seem too high if your caravan is several years old, but adding additional security is still beneficial. 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. The six classification models built on the unbalanced data tend to give a very high accuracy due to classifying almost all non-success class observations correct (which is the majority 95%), however, the unbalanced nature of this dataset does not allow any of these models to learn the characteristics of the success class observations. Caravan Guard Limited is authorised and regulated by the Financial Conduct Authority (FCA). A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. This type of policy is more similar to a homeowner's policy. This product has 5 key use cases. Therefore, models constructed using this data set may not be the best predictor for positive cases. Registered Office: Pegasus House, Bakewell Road, Orton Southgate, Peterborough, PE2 6YS. Caravan includes meteorological forcing data . The value of your caravan: The replacement or repair cost . What is Healthcare Insurance Data Healthcare Insurance Dataset Insurance Database - MedicoReach used for? Muthu Kumaar Thangavelu (G1101765E) The Caravandata set is found in the ISLRR package. The results from these allowed us to state the relationship between They give information on the distribution of that variable, e.g. Security 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. - Young, family starters (1) The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). consists of 86 variables, containing sociodemographic data (variables If you use the Caravan dataset in your research/work, the recommended citation is: Additionally, we would highly appreciated if you also cite the corresponding manuscripts of the source datasets. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. 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. There was a problem preparing your codespace, please try again. The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. Machine Learning. Gamehunters Free Chips Wsop : Wsop Free Redeem Codes - Click here wsop players note : Allintitle:aspx Allintitle:mcleak + 15 ?Play= / Allintitle Aspx Allintitle Mcleak 15 Play Minecraft Mk120 Allintitle Aspx Title Allintitle Aspx Allintitle Mcleak 15 Play Allintitle Viona Aini / As the world's premiere early childhood development program, the little gym partners with parents to empower children for life's adventures. The Caravan data set is found in the ISLR R package. The data dictionary ([Web Link]) describes the variables used and their values. The Caravan dataset (and the corresponding manuscript) are currently under revisions. Still not convinced? A data frame with 5822 observations on 86 variables. The performance measures (sensitivity, specificity, recall, precision, accuracy and ROC curves) associated with all six models fitted on the unbalanced training data and predicted on unbalanced test data is provided in the jupyter notebook. for anyone to share extensions of Caravan to new regions. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. 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. your computer will be reset to windows 10 fresh defaults. This analysis can be observed in the uploaded notebook. Pros and cons. Global businesses and organizations buy Healthcare Marketing Data from . Moreover, other characteristics of caravan mobile home insurance buyers generally include lower level education, Income 30,000, and The vision of Caravan is to provide the foundation for a truly global open source community resource that will grow over time. P. van der Putten and M. van Someren. Research, Amsterdam. Stay claim free. understanding of the insurance product and the product buyers. One of techniques used to handle this unbalance was to under sample the number of non-success class observations in the training dataset, while another approach to solving this problem was to over sample the number of success class observations in the training dataset. 2000: The Insurance Company Case. This report is intended to understand characteristics of a caravan insurance policy buyer. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. 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. Source Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. Customer sub type MOSTYPE variable has 41 value types which can be categorised under two broad This data set includes 85 predictors that measure demographic characteristics for 5,822 individuals. STATISTICAL ANALYSIS 2002. The data was generously contributed by one global reinsurance companyand two large Lloyd's syndicates in London. Tracking devices offer a huge discount up to 20% from some insurers as they provide an unbeatable deterrent for potential thieves as well as being extremely effective at returning your caravan to you swiftly if it does get stolen. Click here to review the details. The sociodemographic All Rights Reserved,