The purpose of this repository is twofold: See "Extend Caravan" for a detailed description about how to extend Caravan to any new region/basin with the code provided in this repository. 164-167). The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. Having said that, I have developed analysis that compares overall costs for all eighteen models for classification cutoff values ranging from 0 to 1. If nothing happens, download Xcode and try again. I like this service www.HelpWriting.net from Academic Writers. Data for an Introduction to Statistical Learning with Applications in R, ISLR: Data for an Introduction to Statistical Learning with Applications in R. CUST_LEVEL_LIFECYCLE: See http://www.liacs.nl/~putten/library/cc2000/ Specialist caravan insurance can also come . There was a problem preparing your codespace, please try again. 1. This is something that should be kept in mind and taken care of when using this rule. Answer: I'm not quite sure what you mean by "open datasets" but I would start with calling the major organizations that gather and disburse insurance statistical information. The complete dataset has 9822 rows and 86 column headings. The value of your caravan: The replacement or repair cost . What is Healthcare Insurance Data Healthcare Insurance Dataset Insurance Database - MedicoReach used for? For more information on customizing the embed code, read Embedding Snippets. 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 data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. If nothing happens, download Xcode and try again. Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. cross-sellingCaravanInsuranceUsingDataMining, http://kdd.ics.uci.edu/databases/tic/dictionary.txt, http://kdd.ics.uci.edu/databases/tic/tic.html. caravan <- as_tibble(ISLR::Caravan) %>% print() Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. Safety 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. Of course, accidents happen and they can be costly, so making a claim may be your only option, but its well worth taking extra care to ensure accidents dont happen in the first place. The "insurance protection gap" totalled $84bn in uninsured losses (compared to $56bn) in 2019 according to Swiss Re so there is a lot of untapped potential. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. Further information on the individual variables can All customers living in areas with the same zip code have the same sociodemographic attributes. The datasets below may include statistics, graphs, maps, microdata, printed reports, and results in other forms. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. comparethemarket.com is a trading name of Compare The Market Limited. The data was originally supplied by Sentient Machine Research The data was generously contributed by one global reinsurance companyand two large Lloyd's syndicates in London. 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. Source We also used Ensemble methods including Bagging, Boosting and Random Forest for improving on single tree classifier models. [View Context].Stefan R uping. If nothing happens, download GitHub Desktop and try again. Dataset with 16 projects 1 file 1 table. Our Products. Also a Leiden Institute of Advanced Computer TICDATA2000.txt: Dataset to train and validate prediction models and build a description (5822 customer records). In most cases, you'll find your caravan make within the drop down menu when you get a touring caravan quote, but if isn't there then give us a quick call on 01242 538 431 and we can confirm whether we can provide cover. The Code Project Open License (CPOL) 1.02. The goal is to apply KNN to the Caravan dataset from the ISLR package. Transforming classifier scores into accurate multiclass probability estimates. 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 central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. 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 dataset consists of 86 attributes and 9822 data points. P. van der Putten and M. van Someren (eds) . The sociodemographic data is derived from zip codes. The SlideShare family just got bigger. Besides the basics, you can opt for policy add-ons like personal possessions cover and camping equipment cover to upgrade your policy. Compare The Market Limited is authorised and regulated by the Financial Conduct Authority for insurance distribution (Firm Reference Number: 778488). If its not possible to store your caravan at home, consider a secure storage site one thats got high fencing around the perimeter, access control and CCTV. 2. The dataset used is from the CoIL Challenge 2000 datamining competition. ANALYZING AND CATEGORIZING THE VARIABLES: By accepting, you agree to the updated privacy policy. Therefore, models constructed using this data set may not be the best predictor for positive cases. Each record Taking some extra precautions can reduce your premium considerably, so read on for our top tips to keep your insurance as cheap as possible. Contents Coverage Every policy has a different level of contents insurance. We classify the broad range of 86 June 22, 2000. Free access to premium services like Tuneln, Mubi and more. Looks like youve clipped this slide to already. After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. 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. In the previous post, we talked about using several feature selection methods like forward/backward stepwise selection and lasso regularisation to. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. 2002. Compute static catchment attributes on Google Earth Engine. How to reimage your computer in windows 7/8/10? 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. This type of policy is more similar to a homeowner's policy. 2018. 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. Tap here to review the details. initial claims claims insurance unemployment economic development. There are two go to marketing strategies that COIL can use. Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. 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/. 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. The dataset used is from the CoIL Challenge 2000 datamining competition. 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. 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. 2000: The Insurance Company Case. Microsoft's T. 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. 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. [Web Link]. There are 12,889 questions and 21,325 answers in the training set. We've updated our privacy policy. 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. Leisuredays is a specialist insurance provider offering static caravan, lodge, chalet, park home and holiday home insurance. Science Technical Report 2000-09. Muthu1@e.ntu.edu.sg variables to significant predictors as below - Senior, family men (5, 6). The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. Note: All the variables starting with M are zipcode variables. It insures you against things like bad weather, accidental damage, theft and vandalism. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. based on family status and age. The output of my association rules can be observed in associated jupyter notebook. Global businesses and organizations buy Healthcare Marketing Data from . Rented house, in the zipcode area of the customer. Thirdly, the raw dataset and the feature scaled dataset . It is further divided into a training set (5822 observations) and a test set (4000 observations). References representing the socio demographic, education, insurance interests and income levels of customers. Insurance companies are now recognising the additional safety that these devices give to caravan owners so theyre offering discounts off their insurance for having them fitted. Stay claim free. A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. Clipping is a handy way to collect important slides you want to go back to later. 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. Caravan insurance data mining statistical analysis, Product Planning Manager, Oncology & Hospital Specialty Care Marketing at MSD. Participants are supposed to return the list of predicted targets only. All Rights Reserved, , http://www.liacs.nl/~putten/library/cc2000/data.html, http://www.liacs.nl/~putten/library/cc2000/, OpenIntro Statistics Dataset - winery_cars. Datasets are usually for public use, with all personally identifiable information removed to ensure confidentiality. Energy and Digital products are not regulated by the FCA. This report is intended to understand characteristics of a caravan insurance policy buyer. You might need to make adjustments . DATA PREPARATION: Learn more. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. 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! INTRODUCTION: The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. infected with a virus or malware. You signed in with another tab or window. A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. looking for misconfigured or infected devices. October 26, 2021. 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. As per the current situation the company has to approach all 4000 customers with the policy. It has the same format as TICDATA2000.txt, only the target is missing. Activate your 30 day free trialto unlock unlimited reading. Compute time series of spatially-averaged meteorological forcings on Google Earth Engine. Additionally, my results from association rules gives the best rule to be {Avg_age=3, Social_class_B2=3, Number_of_boat_policies=1} -> {Number_of_mobile_home_policies=1}. Now customize the name of a clipboard to store your clips. Most organisations employ customer relationship management systems to provide a strategic advantage over their competitors. [Web Link], [1] Papers were automatically harvested and associated with this data set, in collaboration The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. 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. Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. . Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Our aim is to predict a customer circle who will be 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. One aspect of this is applying a customer lifetime value to each client. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. 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 . R documentation and datasets were obtained from the R Project and are GPL-licensed. This will load the data into a variable called Caravan. Estimates on this page are derived from the Household Pulse Survey and show the percentage of adults aged 18-64 years who were uninsured at the time of the interview or had public or private . CoIL Challenge 2000: The Insurance Company Case. 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. sign in CoIL Challenge 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. 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. - Middle and Upper Class, middle aged and senior citizens, high risk cultured liberal investors (8, 9, Variable 86 Australian Caravan Insurance is a trading brand of . The data set contains information on customers of an insurance company which includes the Please cite/acknowledge: P. van der Putten and M. van Someren (eds) . Users analyze, extract, customize and publish statistics. However, caravan insurance neednt be costly. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Even if youve never towed on public roads before, bonuses are often available for caravanners who take towing courses and additional instruction, making them statistically safer drivers when theyre towing a caravan. STATISTICAL ANALYSIS Lines open Mon-Fri 9am-5.30pm. If youve had previous experience towing a caravan or trailer tent, your insurance company may offer an introductory bonus discount off your premium when you take out cover. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. i.e., what go to market strategies could be used in order to maximize profits. Participants are supposed to return the list of predicted targets only. June 22, 2000. We all want to keep costs low, especially in todays economic climate, and it might be tempting to let your caravan insurance lapse. Please 57, iss. 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. 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. 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 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. 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. The goal of the challenge was to predict customers who are interested in a caravan insurance policy. We've encountered a problem, please try again. Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. https://www.statlearning.com, I don't have enough time write it by myself. This analysis can be observed in the uploaded notebook. 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. P. van der Putten and M. van Someren (eds) . 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 understanding of the insurance product and the product buyers. as follows This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data.
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