caravan insurance dataset
1-43) and product ownership (variables 44-86). Please 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. The datasets below may include statistics, graphs, maps, microdata, printed reports, and results in other forms. DATA PREPARATION: P. van der Putten and M. van Someren (eds) . Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. Compare The Market Limited is authorised and regulated by the Financial Conduct Authority for insurance distribution (Firm Reference Number: 778488). CoIL Challenge 2000: The Insurance Company Case. Description It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. product usage data and socio-demographic data derived from zip area codes supplied by the Dutch 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. Married observations. Further information on the individual variables can be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. [View Context].Stefan R uping. 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! The Caravan dataset (and the corresponding manuscript) are currently under revisions. Dataset imported from https://www.r-project.org. 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. See "How to contribute" for more details about how to contribute to the Caravan project. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. This paper introduces a dataset called Caravan (a series of CAMELS) that standardizes and aggregates seven existing large-sample hydrology datasets. You can download a CSV (comma separated values) version of the Caravan R data set. The output of my association rules can be observed in associated jupyter notebook. Energy and Digital products are not regulated by the FCA. #reimagewindows10how easy to do to reimage the hp elitebook 1040 using windows 10 on my work.thanks for watching. All customers living in areas with the same zip code have the same sociodemographic attributes. We've updated our privacy policy. This type of policy is more similar to a homeowner's policy. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. All datasets are in tab delimited format. Joining a caravanning club is not just a social thing! 2002. A couple of those organizations include: * Insurance Information Institute * National Association of Insurance Commiss. 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. Following Amelia, let's look at the ISLR Caravan example (pp. SIGKDD Explorations, 2. Science Technical Report 2000-09. 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. The first being to target a very narrow set of customers with high penetration pricing to have a very high conversion rate. 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. Machine Learning. A Simple Method For Estimating Conditional Probabilities For SVMs. sign in 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. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Postprocess the Earth Engine outputs locally and to combine it with streamflow, as well as to compute some additional climate indices. A caravan insurance policy could cover you for the following: Tap here to review the details. 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. Contents Coverage Every policy has a different level of contents insurance. 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. The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. Also a Leiden Institute of Advanced Computer Published by Sentient Machine This visualization can be observed in the notebook and I see that my model logistic regression on the unbalanced dataset turns out to be the most profitable model out of the all 18 models at an optimal cutoff value. You signed in with another tab or window. 4.6.6: An Application to Caravan Insurance Data Let's see how the KNN approach performs on the Caravan data set, which is part of the ISLR package. 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. data mining company Sentient Machine Research. TICEVAL2000.txt: Dataset for predictions (4000 customer records). 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. However, caravan insurance neednt be costly. How Does The First Computer Look Like - The World S First Computer With Data Storage History Daily - Input of data means to read information from a keyboard, a storage device like a hard drive, or a sensor.the computer processes or changes the data by following the instructions in software programs. On this R-data statistics page, you will find information about the Caravandata set which pertains to The Insurance Company (TIC) Benchmark. Registered Office: Pegasus House, Bakewell Road, Orton Southgate, Peterborough, PE2 6YS. Each record 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. 2018. The SlideShare family just got bigger. 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Here is how you do it. Analytics Vidhya is a community of Analytics and Data Science professionals. 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. - Young, family starters (1) 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. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). Are you sure you want to create this branch? Australian Caravan Insurance is a specialist provider of comprehensive insurance cover for caravans, campervans, trailers, horse floats and more. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. Question: Consider the insurance company case. Epgp09 10 - term v - prm - group ii - pricing in-insurance_industry - project Profiling banking customers - Insurance and Pension Products, Caravan insurance data mining prediction models, Nano Based Polymers and Applications in Drug Delivery, 2017 Top Issues - Changing Business Models - January 2017. 1-2, pp. representing the socio demographic, education, insurance interests and income levels of customers. Its static caravan cover includes public liability up to 5 million; fire, theft, storm and flood damage; accidental damage; fixtures and fittings; and keys and locks up to 500. To achieve reliable data results, start by balancing data correctly based on a specific business objective before training a predictive model. This product has 5 key use cases. Bianca Zadrozny and Charles Elkan. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. 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. To get an understanding of the features and data types associated with these features, I have included summary of the dataset and sample of the dataset in my Jupyter notebook document. Which existing customers also tend to buy the caravan mobile home insurance policy? If nothing happens, download Xcode and try again. Work fast with our official CLI. Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. References Variable 86 (<code>Purchase</code>) indicates whether the customer . The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. Please cite/acknowledge: P. van der Putten and M. van Someren (eds) . 177-195, Kluwer Academic Publishers 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. [Web Link], [1] Papers were automatically harvested and associated with this data set, in collaboration 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. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. comparethemarket.com is a trading name of Compare The Market Limited. 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. See for anyone to share extensions of Caravan to new regions. based on family status and age. By accepting, you agree to the updated privacy policy. Our Products. Secondly, the anova test is applied to verify the features with Probability of F-Statistic PR(>F) < 0.05 that highly influence the Target. There are two levels of caravan insurance for tourers and statics: New for old - If your caravan is damaged beyond repair or stolen, new for old cover will pay out the value of a brand new, equivalent model, providing the sum insured reflects the value of the caravan as new. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? On this R-data statistics page, you will find information about the Caravan data set which pertains to The Insurance Company (TIC) Benchmark. Therefore, models constructed using this data set may not be the best predictor for positive cases. Compute static catchment attributes on Google Earth Engine. This is a useful insight for cross-selling the caravan policy to the existing customers of car policies and fire policies. A simple alarm, for example, can save you 5% off your premium. James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. Additionally, the cost factor associated with all my models is more important than the corresponding performance measures, as costs of False Positives and False Negatives in this business case is nowhere close to equal. The caravan of migrants hoping to gain entry into the United States has been the subject of much controversy in recent days. - Middle aged family men (2, 3, and 4) All customers living in areas with the same zip code have the same sociodemographic attributes. Great reasons to choose QBE Comprehensive Caravan Insurance. Research, Amsterdam. Average age MGEMLEEF holds 6 types of values which can be categorised into three groups and are 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. Springer-Verlag, New York. Published by Sentient Machine Research, Amsterdam. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. All Rights Reserved, , http://www.liacs.nl/~putten/library/cc2000/data.html, http://www.liacs.nl/~putten/library/cc2000/, OpenIntro Statistics Dataset - winery_cars. Users analyze, extract, customize and publish statistics. Enjoy access to millions of ebooks, audiobooks, magazines, and more from Scribd. It is explicitly not allowed to use this dataset for commercial education or demonstration purposes. Caravan policies should cover you for things like fire, theft, accidental damage and weather damage. Moreover, other characteristics of caravan mobile home insurance buyers generally include lower level education, Income 30,000, and Click here to review the details. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Insurance Company Benchmark (COIL 2000) Data Set North Penn Networks Limited classes which relate to their age, social class, life style and reflection towards investing or spending An Introduction to Statistical Learning with applications in R, 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. Aman Kharwal. 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 . 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. to use Codespaces. This data set includes 85 predictors that measure demographic characteristics for 5,822 individuals. Now customize the name of a clipboard to store your clips. CUST_LEVEL_LIFECYCLE: If you are at an office or shared network, you can ask the network administrator to run a scan across the network In 2000, a Europe insurance company that offered various insurance services including life, auto, boat insurances to a large customer faced this challenge of cross-selling where the companys newest service Caravan insurance policy turned to be disappointing in terms of sales. As they traveled through Mexico, many made their way to the city of Tijuana, located at the border with California. [View Context]. You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. variables to significant predictors as below There are 2,000 questions and 3,354 answers in the validation set. The results from these allowed us to state the relationship between The sociodemographic data is derived from zip codes. INTRODUCTION: 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}. as follows We extract and analyze the raw variables with labels and try to categorize the variables based on the 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. 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. A person who has taken a health insurance policy gets health insurance cover by paying a particular premium amount. to use Codespaces. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Remember, caravan insurance covers you for more than just the caravan itself. Caravan insurance can cover electrical equipment that is part of the caravan - not those bought separately. June 22, 2000. Caravan insurance policies in New Zealand typically cover you if you're living in, towing, parking, garaging or storing a caravan. A data frame with 5822 observations on 86 variables. Data for an Introduction to Statistical Learning with Applications in R, ISLR: Data for an Introduction to Statistical Learning with Applications in R. Machine Learning, October 2004, vol. The marketing department of the company knew that taking advantage of the existing customer base would improve their new insurances sale, however, the biggest question is whom to target, among the companys thousands of customers. your computer will be reset to windows 10 fresh defaults. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. STATISTICAL ANALYSIS Global businesses and organizations buy Healthcare Marketing Data from . 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 June 22, 2000. We've encountered a problem, please try again. The central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. The value of your caravan: The replacement or repair cost . Lines open Mon-Fri 9am-5.30pm. 164-167). Whether you own a touring caravan or a static caravan, you could be glad of having caravan insurance in place if something goes wrong. A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. Security 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. We all know that making a claim on our insurance can result in our premium going up at renewal, so if you can keep yourself claim free on your caravan insurance, you wont see an additional charge imposed by your insurance company. Participants are supposed to return the list of predicted targets only. The dataset consists of 86 attributes and 9822 data points. 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. How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. Now, I have calculated the profits associated with each of my models for classification cutoff values ranging from 0 to 1. consists of 86 variables, containing sociodemographic data (variables Tagged. Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. There are 2,000 questions and 3,308 answers in the test set. Lay-up cover. 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 . Thirdly, the raw dataset and the feature scaled dataset . initial claims claims insurance unemployment economic development. The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. TICTGTS2000.txt Targets for the evaluation set. Pros and cons. We also used Ensemble methods including Bagging, Boosting and Random Forest for improving on single tree classifier models. The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. The reason there is a gap, though, is. Why not get a cheap caravan insurance quote today and see how much you can save by following our advice? The data dictionary ([Web Link]) describes the variables used and their values. 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 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. After under sampling, I used the technique of oversampling the number of success class observations in this training dataset and refitted my six classification models. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. So if you want to learn how we can . It insures you against things like bad weather, accidental damage, theft and vandalism. 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. In the previous post, we talked about using several feature selection methods like forward/backward stepwise selection and lasso regularisation to. (Purchase) indicates whether the customer purchased a caravan Insurance datasets - risk assessment & location data for accurate pricing Data Guide Insurance Data Guide > industry > Insurance Back Insurance Write profitable business with the most accurate location data for insurance Detect risk that others miss Pinpoint pockets of opportunity and better understand risk Provide accurate and competitive pricing I attempt to answer this question by my fast part of the analysis. There are 12,889 questions and 21,325 answers in the training set. 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. I don't have enough time write it by myself. North Wales PA 19454 Caravan includes meteorological forcing data . Our aim is to predict a customer circle who will be 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. 10636682. As consulted with one of my connections who is a subject matter expert with respect to insurance cross-selling, I learnt that the ratio of costs of FP to that of FN is around 1:18. Participants are supposed to return the list of predicted targets only. To access comparethemarket.com please complete the security check to prove you arehuman. This will load the data into a variable called Caravan. cross-sellingCaravanInsuranceUsingDataMining, http://kdd.ics.uci.edu/databases/tic/dictionary.txt, http://kdd.ics.uci.edu/databases/tic/tic.html. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. 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 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. Dataset with 16 projects 1 file 1 table. 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. P. van der Putten and M. van Someren (eds). Looks like youve clipped this slide to already. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. R documentation and datasets were obtained from the R Project and are GPL-licensed. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. 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. 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. Devices such as the AL-KO ATC or BPW IDC offer extra stability when towing and breaking, meaning youre less likely to experience snaking which can lead to a catastrophic and costly accident. Do not sell or share my personal information, 1. 57, iss. 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) If nothing happens, download GitHub Desktop and try again. I like this service www.HelpWriting.net from Academic Writers. Machine Learning, October 2004, vol. The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. Further information on the individual variables can The performance measures of these models on over sampled data can be found in the jupyter notebook. Besides the basics, you can opt for policy add-ons like personal possessions cover and camping equipment cover to upgrade your policy. Business purposes are excluded. We classify the broad range of 86 1-2, pp. You might need to make adjustments . (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) The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. understanding of the insurance product and the product buyers. The insurance company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. Muthu1@e.ntu.edu.sg If you need to download R, you can go to the R project website. - Distributed age and social class, low risk cultured conservative investors June 22, 2000. P. van der Putten and M. van Someren. 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/. Updated 3 years ago. It appears that you have an ad-blocker running. This analysis can be observed in the uploaded notebook. There are two go to marketing strategies that COIL can use. The goal is to apply KNN to the Caravan dataset from the ISLR package. CoIL Challenge 2000: The Insurance Company Case. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. 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. There are a lot of factors that determine the premium of health insurance. Work fast with our official CLI. Please
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caravan insurance dataset