caravan insurance dataset

The dataset that was obtained consists of 86 features, which includes insurance product usage data and social-demographic data. be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. [View Context].Stephen D. Bay and Dennis F. Kibler and Michael J. Pazzani and Padhraic Smyth. A lot of new caravans are fitted with an AL-KO axle wheel lock receiver, so purchasing the locking part for this is an excellent alternative to a separate wheel clamp and will give a superb level of security. Secondly, the anova test is applied to verify the features with Probability of F-Statistic PR(>F) < 0.05 that highly influence the Target. The insurance company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. 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. cross-sellingCaravanInsuranceUsingDataMining, http://kdd.ics.uci.edu/databases/tic/dictionary.txt, http://kdd.ics.uci.edu/databases/tic/tic.html. A person who has taken a health insurance policy gets health insurance cover by paying a particular premium amount. - Senior, family men (5, 6). TICEVAL2000.txt: Dataset for predictions (4000 customer records). Cross-selling is one of the most successful techniques of marketing in the modern days where a company aims at selling additional products/services among existing customers. caravan <- as_tibble(ISLR::Caravan) %>% print() Customer sub type MOSTYPE variable has 41 value types which can be categorised under two broad 2000: The Insurance Company Case. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. 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 unique Ray ID for this page is: 7a27d02e1dc5c268. 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! October 26, 2021. CUST_LEVEL_LIFECYCLE: The Caravan dataset (and the corresponding manuscript) are currently under revisions. as follows 1-2, pp. The first thing I'm going to do is make a copy of it as a tibble, then see what we've got. 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. We've updated our privacy policy. Follow this guide for more information on how to share your data with the community. CUST_SUB_LIFESTYLE_REFLECTION: 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. Learn more. See interested in buying caravan insurance and predict a model with the given 86 variable values Caravan insurance data mining statistical analysis, Product Planning Manager, Oncology & Hospital Specialty Care Marketing at MSD. Clipping is a handy way to collect important slides you want to go back to later. Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. data mining company Sentient Machine Research. Joining a caravanning club is not just a social thing! 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. Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. The Caravan data set is found in the ISLR R package. Married observations. The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. For more information on customizing the embed code, read Embedding Snippets. (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) Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. I don't have enough time write it by myself. Club membership https://github.com/google/eng-edu/blob/main/ml/cc/exercises/linear_regression_with_a_real_dataset.ipynb A simple alarm, for example, can save you 5% off your premium. Lines open Mon-Fri 9am-5.30pm. There was a problem preparing your codespace, please try again. Remember, caravan insurance covers you for more than just the caravan itself. comparethemarket.com is a trading name of Compare The Market Limited. 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. Each record Muthu1@e.ntu.edu.sg This might have been done to utilize all the observations and at the same time, keep the number of rows in the dataset to be manageable. The first being to target a very narrow set of customers with high penetration pricing to have a very high conversion rate. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. your computer will be reset to windows 10 fresh defaults. Machine Learning, October 2004, vol. 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 Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. 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. representing the socio demographic, education, insurance interests and income levels of customers. The cost of a tracking device may seem too high if your caravan is several years old, but adding additional security is still beneficial. Do not sell or share my personal information, 1. Average age MGEMLEEF holds 6 types of values which can be categorised into three groups and are 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. This repository is part of the Caravan project/dataset. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. This is usually a hitchlock and a wheel clamp. MAPPING TARGET VARIABLES AS PREDICTORS OF CARAVAN INSURANCE BUYERS: These predictions have been made with descriptive statistics results of the data set along with the real world logical themes (Appendix-1) FACTOR 1: AGE Middle aged people are more likely to get caravan insurance FACTOR 2: ATTITUDE TOWARDS SPENDING/ BUYING People with a liberal Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. If nothing happens, download GitHub Desktop and try again. Further information on the individual variables can The caravan of migrants hoping to gain entry into the United States has been the subject of much controversy in recent days. There are a lot of factors that determine the premium of health insurance. Photography Insurance; Camera Insurance . To access comparethemarket.com please complete the security check to prove you arehuman. North Penn Networks Limited While searching for this topic online, you will find there are three aspects. It is explicitly not allowed to use this dataset for commercial education or demonstration purposes. 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. The . This indicates that the observations with number of boat policies = 1 tend to occur together with the variable of interest Number of mobile home policies. insurance policy. Following Amelia, let's look at the ISLR Caravan example (pp. R documentation and datasets were obtained from the R Project and are GPL-licensed. Why not get a cheap caravan insurance quote today and see how much you can save by following our advice? The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. June 22, 2000. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. 2.1. Out of the 86 attributes, two are categorical, 83 are numerical and one is the class/target variable (Caravan Insurance Purchased). 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 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/. Questions or concerns about copyrights can be addressed using the contact form. P. van der Putten and M. van Someren (eds). Registered Office: Pegasus House, Bakewell Road, Orton Southgate, Peterborough, PE2 6YS. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. 10636682. Global businesses and organizations buy Healthcare Marketing Data from . Updated 3 years ago. You can download a CSV (comma separated values) version of the Caravan R data set. P. van der Putten and M. van Someren (eds) . K6255 Knowledge Discovery and Data Mining 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. to use Codespaces. CaSSOA is a scheme that grades storage sites as Gold, Silver and Bronze quality so look out for gold sites to give the best insurance discounts. An Introduction to Statistical Learning with applications in R, These results can be observed in my jupyter notebook. 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. All datasets are in tab delimited format. data is derived from zip codes. Participants are supposed to return the list of predicted targets only. You can load the Caravandata set in R by issuing the following command at the console data("Caravan"). Our Products. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. 57, iss. Aman Kharwal. Machine Learning. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Published by Sentient Machine Research, Amsterdam. for anyone to share extensions of Caravan to new regions. 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. You can read the details below. 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. sign in The data dictionary ([Web Link]) describes the variables used and their values. The corresponding data visualizations can be observed in the uploaded jupyter notebook. Please enable Cookies and reload the page. Postprocess the Earth Engine outputs locally and to combine it with streamflow, as well as to compute some additional climate indices. 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. Datasets are usually for public use, with all personally identifiable information removed to ensure confidentiality. Leisuredays is a specialist insurance provider offering static caravan, lodge, chalet, park home and holiday home insurance. A data frame with 5822 observations on 86 variables. Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. Use Git or checkout with SVN using the web URL. A data frame with 5822 observations on 86 variables. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. It has the same format as TICDATA2000.txt, only the target is missing. Participants are supposed to return the list of predicted targets only. 1-43) and product ownership (variables 44-86). Dataset imported from https://www.r-project.org. Published by Sentient Machine 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. 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. On this R-data statistics page, you will find information about the Caravan data set which pertains to The Insurance Company (TIC) Benchmark. [Web Link], [1] Papers were automatically harvested and associated with this data set, in collaboration June 22, 2000. 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) Activate your 30 day free trialto continue reading. The last column (Purchase) indicates whether the customer purchased a caravan insurance policy. based on family status and age. All customers living in areas with the same zip code have the same sociodemographic attributes. [View Context].Stefan R uping. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. One aspect of this is applying a customer lifetime value to each client. Caravan includes meteorological forcing data . 1. This will load the data into a variable called Caravan. All customers living in areas with the same zip code have the same sociodemographic attributes. It insures you against things like bad weather, accidental damage, theft and vandalism. It is further divided into a training set (5822 observations) and a test set (4000 observations). These results along with other performance measures and ROC curves for my classification models on the under sampled data can be found in the jupyter notebook. Out of a total of 238 actual mobile home policy customers, our model . Weve updated our privacy policy so that we are compliant with changing global privacy regulations and to provide you with insight into the limited ways in which we use your data. We've seen all sorts of makes, models, designs and modifications over the years. Dataset with 16 projects 1 file 1 table. Free access to premium services like Tuneln, Mubi and more. Our main vision with Caravan is that this dataset will grow over time. https://www.statlearning.com, Health Insurance is a type of insurance that covers medical expenses. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. Australian Caravan Insurance is a specialist provider of comprehensive insurance cover for caravans, campervans, trailers, horse floats and more. The value of your caravan: The replacement or repair cost . 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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. Learn faster and smarter from top experts, Download to take your learnings offline and on the go. Please Now customize the name of a clipboard to store your clips. We all know that making a claim on our insurance can result in our premium going up at renewal . OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. 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. DATA PREPARATION: The central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. The data set contains information on customers of an insurance company which includes the For my first part of the analysis, I used Data Visualization and Association Rules to understand the characteristics of caravan mobile home insurance buyers. Club Care's Caravan Insurance covers your contents and equipment too plus personal injury, public liability, loss of use and accidental damage, theft and fire - so it's well worth the investment. You can load the Caravan data set in R by issuing the following command at the console data("Caravan"). 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. This is something that should be kept in mind and taken care of when using this rule. Caravan policies should cover you for things like fire, theft, accidental damage and weather damage. Science Technical Report 2000-09. See "How to contribute" for more details about how to contribute to the Caravan project. 177-195, Kluwer Academic Publishers We extract and analyze the raw variables with labels and try to categorize the variables based on the product usage data and socio-demographic data derived from zip area codes supplied by the Dutch The data contains 5822 real customer records. If R says the Caravan data set is not found, you can try installing the package by issuing this command install.packages("ISLR") and then attempt to reload the data. Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. All Rights Reserved,