caravan insurance dataset

The first being to target a very narrow set of customers with high penetration pricing to have a very high conversion rate. ANALYZING AND CATEGORIZING THE VARIABLES: P. van der Putten and M. van Someren (eds) . Lay-up cover. Now, I have calculated the profits associated with each of my models for classification cutoff values ranging from 0 to 1. A couple of those organizations include: * Insurance Information Institute * National Association of Insurance Commiss. your computer will be reset to windows 10 fresh defaults. Here is how you do it. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. 164-167). The data set contains information on customers of an insurance company which includes the CUST_SUB_LIFESTYLE_REFLECTION: with Rexa.info, http://www.liacs.nl/~putten/library/cc2000/, Transforming classifier scores into accurate multiclass probability estimates, The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation, A Simple Method For Estimating Conditional Probabilities For SVMs. Static insurance covers permanent caravans that may be used as a residence. that is required to extend Caravan to any new location for free in the cloud. 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. 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. Australian Caravan Insurance is a specialist provider of comprehensive insurance cover for caravans, campervans, trailers, horse floats and more. Learn 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. KDD. 2000. There are two go to marketing strategies that COIL can use. Usage 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. You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. Health Insurance is a type of insurance that covers medical expenses. Published by Sentient Machine Research, Amsterdam. June 22, 2000. 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 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. A tag already exists with the provided branch name. Muthu Kumaar Thangavelu (G1101765E) Rented house, in the zipcode area of the customer. to use Codespaces. 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 Enjoy access to millions of ebooks, audiobooks, magazines, and more from Scribd. 1. 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/. Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. The dataset we used consists of 9,822 customer records and includes sociodemographic data of the area where a customer lives and product ownership data of the customer. In 2019, 14.5% of adults aged 18-64 were uninsured at the time of interview, 20.4% had public coverage, and 67.5% had private health insurance coverage. The dataset used is from the CoIL Challenge 2000 datamining competition. This is a useful insight for cross-selling the caravan policy to the existing customers of car policies and fire policies. Once you determine the initial balancing of the data, be sure to regularly monitor the balance of the incoming data, because the original balance might shift over time. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 10636682. Remember, caravan insurance covers you for more than just the caravan itself. The goal of the challenge was to predict customers who are interested in a caravan insurance policy. Tap here to review the details. The last column (Purchase) indicates whether the customer purchased a caravan insurance policy. https://github.com/google/eng-edu/blob/main/ml/cc/exercises/linear_regression_with_a_real_dataset.ipynb We classify the broad range of 86 57, iss. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? If nothing happens, download Xcode and try again. June 22, 2000. insurance policy. The Caravan dataset (and the corresponding manuscript) are currently under revisions. Get smarter at building your thing. Caravan Insurance Dataset Description - Coachman 565 Touring Caravan in Stirlingshire (#106144 ) - Caravan insurance data mining assignmentk6225 knowledge discovery and data mining by, sesagiri raamkumar aravind(g1101761f) thangavelu muthu kumaar(g1101765e) page 1 of 11.. Lv= caravan insurance could offer you a 10% discount if you're an . CoIL Challenge 2000: The Insurance Company Case. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Why not get a cheap caravan insurance quote today and see how much you can save by following our advice? Besides the basics, you can opt for policy add-ons like personal possessions cover and camping equipment cover to upgrade your policy. The sociodemographic data is derived from zip codes. The data was generously contributed by one global reinsurance companyand two large Lloyd's syndicates in London. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. 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. 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. Transforming classifier scores into accurate multiclass probability estimates. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Looks like youve clipped this slide to already. Energy and Digital products are not regulated by the FCA. Our aim is to predict a customer circle who will be STATISTICAL ANALYSIS Recitation of Public and Private Sector General Insurance Industry in Structu Vivekanandha College of arts and Science for Women (Autonomous). Moreover, other characteristics of caravan mobile home insurance buyers generally include lower level education, Income 30,000, and A global community dataset for large-sample hydrology. 177-195, Kluwer Academic Publishers INTRODUCTION: Caravan insurance policies in New Zealand typically cover you if you're living in, towing, parking, garaging or storing a caravan. The results from these allowed us to state the relationship between The sociodemographic data is derived from zip codes. The . 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How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. The unique Ray ID for this page is: 7a27d02e1dc5c268. 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. 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. Also a Leiden Institute of Advanced Computer The value of your caravan: The replacement or repair cost . Published by Sentient Machine The second is where the company markets to a wider consumer base with a lower penetration pricing relying to law of large numbers. The Caravan dataset that was released together with the paper can be found here. consists of 86 variables, containing sociodemographic data (variables If nothing happens, download Xcode and try again. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. A data frame with 5822 observations on 86 variables. 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. Lines open Mon-Fri 9am-5.30pm. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. It is further divided into a training set (5822 observations) and a test set (4000 observations). Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). Please Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. I don't have enough time write it by myself. James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) Download: Data Folder, Data Set Description, Abstract: This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. 1-2, pp. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. All customers living in areas with the same zip code have the same sociodemographic attributes. 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. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). One aspect of this is applying a customer lifetime value to each client. You can load the Caravan data set in R by issuing the following command at the console data("Caravan"). 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. Out of a total of 238 actual mobile home policy customers, our model . Boat Rental Cleveland Flats : Cleveland Flats Then Now Is It Finally Smooth Sailing On The East Bank Collision Bend Brewing Company - / search boat rentals in cleveland, ohio. Average age MGEMLEEF holds 6 types of values which can be categorised into three groups and are be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. Note: All the variables starting with M are zipcode variables. Australian Caravan Insurance is a trading brand of . It has the same format as TICDATA2000.txt, only the target is missing. 57, iss. To achieve reliable data results, start by balancing data correctly based on a specific business objective before training a predictive model. Please cite/acknowledge: P. van der Putten and M. van Someren (eds) . [Web Link], [1] Papers were automatically harvested and associated with this data set, in collaboration Follow to join The Startups +8 million monthly readers & +768K followers. Our Products. Activate your 30 day free trialto continue reading. Machine Learning, October 2004, vol. The performance measures of these models on over sampled data can be found in the jupyter notebook. A data frame with 5822 observations on 86 variables. Analytics Vidhya is a community of Analytics and Data Science professionals. 1-2, pp. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. 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. Machine Learning. Still not convinced? By accepting, you agree to the updated privacy policy. 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! Each record 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 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. We also used Ensemble methods including Bagging, Boosting and Random Forest for improving on single tree classifier models. There are 2,000 questions and 3,354 answers in the validation set. Caravan insurance can cover electrical equipment that is part of the caravan - not those bought separately. The reason there is a gap, though, is. Our main vision with Caravan is that this dataset will grow over time. Most organisations employ customer relationship management systems to provide a strategic advantage over their competitors. For my later part of the analysis, I used the aforementioned classification models to devise an optimal go to market strategy depending on. 2002. 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. Published by Sentient Machine Research, Amsterdam. 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.

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