Muthu1@e.ntu.edu.sg All customers living in areas with the So if you want to learn how we can . Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. The output of my association rules can be observed in associated jupyter notebook. The data was generously contributed by one global reinsurance companyand two large Lloyd's syndicates in London. based on family status and age. This product has 5 key use cases. 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. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). data mining company Sentient Machine Research. as follows A person who has taken a health insurance policy gets health insurance cover by paying a particular premium amount. The data contained a range of information on customers, which included income, age range, vehicle ownership, number of policies held, and level of contributions (premiums) paid as well as more qualitative information on lifestyle and type of households. We also used Ensemble methods including Bagging, Boosting and Random Forest for improving on single tree classifier models. sign in According to Public Law 113-235 Dec. 16, 2014, the Census Bureau was to "collect data for the Annual Social and Economic Supplement to the . Further information on the individual variables can 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. Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. Springer-Verlag, New York. The Code Project Open License (CPOL) 1.02. Download: Data Folder, Data Set Description, Abstract: This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. This indicates that models that might have low accuracy but with low overall costs are selected over models with high accuracy but high overall costs. Recitation of Public and Private Sector General Insurance Industry in Structu Vivekanandha College of arts and Science for Women (Autonomous). Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. Compute time series of spatially-averaged meteorological forcings on Google Earth Engine. caravan <- as_tibble(ISLR::Caravan) %>% print() The Caravan dataset that was released together with the paper can be found here. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. 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. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. I like this service www.HelpWriting.net from Academic Writers. We found that caravan insurance buyers are likely to live in wealthy area. Rented house, in the zipcode area of the customer. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Insurance Company Benchmark (COIL 2000) Data Set - Senior, family men (5, 6). The goal of the challenge was to predict customers who are interested in a caravan insurance policy. MedicoReach recommends using the data for Marketing, Lead Generation, B2B Marketing, Direct Marketing, and B2B Lead Retargeting. 95. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. Also a Leiden Institute of Advanced Computer North Wales PA 19454 Enjoy access to millions of ebooks, audiobooks, magazines, and more from Scribd. The dataset consists of 86 attributes and 9822 data points. Information about customers consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. - Young, family starters (1) 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. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. INTRODUCTION: Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. 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. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. The sociodemographic data is derived from zip codes. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). Participants are supposed to return the list of predicted targets only. You signed in with another tab or window. So, for example, if your air conditioning motor breaks down, the insurance covers repair costs. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. K6255 Knowledge Discovery and Data Mining In the previous post, we talked about using several feature selection methods like forward/backward stepwise selection and lasso regularisation to. Datasets are usually for public use, with all personally identifiable information removed to ensure confidentiality. Machine Learning. be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. All customers living in areas with the same zip code have the same sociodemographic attributes. This is something that should be kept in mind and taken care of when using this rule. References Here, i'll take installation disc as an example and show you how to reimage a computer in windows 10/8/7, because this method is. [Web Link]. 177-195, Kluwer Academic Publishers A tag already exists with the provided branch name. Business purposes are excluded. 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. Compare The Market Limited is authorised and regulated by the Financial Conduct Authority for insurance distribution (Firm Reference Number: 778488). The data was originally supplied by Sentient Machine Research 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. The Caravan dataset (and the corresponding manuscript) are currently under revisions. and was used in the CoIL Challenge 2000. 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. This type of policy is more similar to a homeowner's policy. Machine Learning, October 2004, vol. Storage On this R-data statistics page, you will find information about the Caravan data set which pertains to The Insurance Company (TIC) Benchmark. 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. Published by Sentient Machine Research, Amsterdam. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? The dataset used is from the CoIL Challenge 2000 datamining competition. CUST_LEVEL_LIFECYCLE: 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. This repository is part of the Caravan project/dataset. The sociodemographic data is derived from zip codes. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. For more information on customizing the embed code, read Embedding Snippets. Data Mining of Caravan Insurance Data Set Using R. Use Git or checkout with SVN using the web URL. To access comparethemarket.com please complete the security check to prove you arehuman. This dataset is not set up as individual customer observations and each row represents a group of customers i.e., a large sample size. Tap here to review the details. CoIL Challenge See http://www.liacs.nl/~putten/library/cc2000/ 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. 57, iss. 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. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. 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. The sociodemographic 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. If they approach all the customers they have to divide the marketing budget between of them, effectively reducing the discounts they can offer to individual customers leading to lower conversion rate. Taking some extra precautions can reduce your premium considerably, so read on for our top tips to keep your insurance as cheap as possible. Energy and Digital products are not regulated by the FCA. Thirdly, the raw dataset and the feature scaled dataset . All datasets are in tab delimited format. Pros and cons. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. The value of your caravan: The replacement or repair cost . 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. 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. All datasets are in tab delimited format. Bianca Zadrozny and Charles Elkan. 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. 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. ANALYZING AND CATEGORIZING THE VARIABLES: 164-167). The meaning of the attributes and attribute values is given below. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). your computer will be reset to windows 10 fresh defaults. Published by Sentient Machine Research, Amsterdam. By accepting, you agree to the updated privacy policy. 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. Published by Sentient Machine Research, Amsterdam. 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. infected with a virus or malware. Due to large number of features, it is infeasible to show the data dictionary or a data sample in this document, however, the data dictionary can be obtained from - http://kdd.ics.uci.edu/databases/tic/dictionary.txt and the complete dataset can be obtained from - http://kdd.ics.uci.edu/databases/tic/tic.html. Are you sure you want to create this branch? Users analyze, extract, customize and publish statistics. Married observations. DATA PREPARATION: Question: Consider the insurance company case. (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) Customer sub type MOSTYPE variable has 41 value types which can be categorised under two broad The dataset that was obtained consists of 86 features, which includes insurance product usage data and social-demographic data. You can load the Caravan data set in R by issuing the following command at the console data("Caravan"). P. van der Putten and M. van Someren. representing the socio demographic, education, insurance interests and income levels of customers. 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 Why not get a cheap caravan insurance quote today and see how much you can save by following our advice? They'll usually only cover you if you use your caravan for social, domestic or private purposes. It has the same format as TICDATA2000.txt, only the target is missing. Registered in England No. Toggle navigation. SIGKDD Explorations, 2. Other variables are mainly sociodemographic data and product ownership and for simplicity, we treat them as numerical data. Compute static catchment attributes on Google Earth Engine. 10636682. The first being to target a very narrow set of customers with high penetration pricing to have a very high conversion rate. Please cite/acknowledge: P. van der Putten and M. van Someren (eds) . Caravan insurance is designed to protect your caravan against damage and theft. We are building the next-gen data science ecosystem https://www.analyticsvidhya.com, Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. Muthu Kumaar Thangavelu (G1101765E) The size of this file is about 1,024,817 bytes. A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. 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. Australian Caravan Insurance is a trading brand of . A global community dataset for large-sample hydrology. 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. 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. 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. Great reasons to choose QBE Comprehensive Caravan Insurance. 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. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. This will load the data into a variable called Caravan. P. van der Putten and M. van Someren (eds). You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. Caravan Guard Limited is authorised and regulated by the Financial Conduct Authority (FCA). #reimagewindows10how easy to do to reimage the hp elitebook 1040 using windows 10 on my work.thanks for watching. 0330 094 5256. There are a lot of factors that determine the premium of health insurance. A data frame with 5822 observations on 86 variables. - Middle aged family men (2, 3, and 4) Following Amelia, let's look at the ISLR Caravan example (pp. 57, iss. June 22, 2000. The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. This paper introduces a dataset called Caravan (a series of CAMELS) that standardizes and aggregates seven existing large-sample hydrology datasets. classes which relate to their age, social class, life style and reflection towards investing or spending This is a useful insight for cross-selling the caravan policy to the existing customers of car policies and fire policies. 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. TICEVAL2000.txt: Dataset for predictions (4000 customer records). Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. 2023 Caravan Insurance Guide is a trading name of Caravan Guard Limited (registered in England number 4036555 at New Road, Halifax, West Yorkshire, HX1 2JZ). You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. Remember, caravan insurance covers you for more than just the caravan itself. The vision of Caravan is to provide the foundation for a truly global open source community resource that will grow over time. 177-195, Kluwer Academic Publishers There was a problem preparing your codespace, please try again. The corresponding data visualizations can be observed in the uploaded jupyter notebook. 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. 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. Caravan insurance policies in New Zealand typically cover you if you're living in, towing, parking, garaging or storing a caravan. Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. Our Products. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. [View Context].Stefan R uping. It has the same format as TICDATA2000.txt, only the target is missing. CUST_SUB_LIFESTYLE_REFLECTION: Joining a caravanning club is not just a social thing! Aman Kharwal. consists of 86 variables, containing sociodemographic data (variables 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. 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. consists of 86 variables, containing sociodemographic data (variables 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 The training set contains over 5000 descriptions of customers, including the information of whether they have a caravan insurance policy. Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. We've updated our privacy policy. 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. This data set includes 85 predictors that measure demographic characteristics for 5,822 individuals. 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 sociodemographic data is derived from zip codes. We've encountered a problem, please try again. Postprocess the Earth Engine outputs locally and to combine it with streamflow, as well as to compute some additional climate indices. 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. The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. Activate your 30 day free trialto continue reading. Specialist caravan insurance can also come . June 22, 2000. Statistical Analysis of Caravan Insurance using IBM SPSS It appears that you have an ad-blocker running. A caravan insurance policy could cover you for the following: 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. insurance policy. You might need to make adjustments . How To Reimage Your Computer Windows 10 - How to check the Windows 10 Creators Update is installed - How to reimage a mac computer. As they traveled through Mexico, many made their way to the city of Tijuana, located at the border with California. This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. 2000. It is further divided into a training set (5822 observations) and a test set (4000 observations). The central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. The caravan of migrants hoping to gain entry into the United States has been the subject of much controversy in recent days. 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. To achieve reliable data results, start by balancing data correctly based on a specific business objective before training a predictive model. 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. Our main vision with Caravan is that this dataset will grow over time.