I like this service www.HelpWriting.net from Academic Writers. 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/. 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 data set contains information on customers of an insurance company which includes the Following Amelia, let's look at the ISLR Caravan example (pp. 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. Use Git or checkout with SVN using the web URL. Our main vision with Caravan is that this dataset will grow over time. 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. Caravan policies should cover you for things like fire, theft, accidental damage and weather damage. The Caravan dataset (and the corresponding manuscript) are currently under revisions. InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. A discount on your premium will be applied when you advise us that you won't be using your vehicle during specific months. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Published by Sentient Machine Research, Amsterdam. Leisuredays is a specialist insurance provider offering static caravan, lodge, chalet, park home and holiday home insurance. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Stay claim free. The dataset consists of 5822 records of customer data collected by the insurance company on 85 different socio-demographic and product-ownership data features. This is a useful insight for cross-selling the caravan policy to the existing customers of car policies and fire policies. Static insurance covers permanent caravans that may be used as a residence. You might need to make adjustments . Published by Sentient Machine Research, Amsterdam. Energy and Digital products are not regulated by the FCA. 2018. 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. There are a lot of factors that determine the premium of health insurance. The dataset used is from the CoIL Challenge 2000 datamining competition. consists of 86 variables, containing sociodemographic data (variables Do not sell or share my personal information, 1. The second is where the company markets to a wider consumer base with a lower penetration pricing relying to law of large numbers. ANALYZING AND CATEGORIZING THE VARIABLES: This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Variable 86 SIGKDD Explorations, 2. 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. If nothing happens, download Xcode and try again. Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. This will load the data into a variable called Caravan. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. Caravan insurance data mining statistical analysis, Product Planning Manager, Oncology & Hospital Specialty Care Marketing at MSD. The first being to target a very narrow set of customers with high penetration pricing to have a very high conversion rate. 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. 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. Caravan Guard Limited is authorised and regulated by the Financial Conduct Authority (FCA). 57, iss. 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. Free access to premium services like Tuneln, Mubi and more. The vision of Caravan is to provide the foundation for a truly global open source community resource that will grow over time. Springer-Verlag, New York. The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. data is derived from zip codes. Hence, I have created different situation based recommendations associated with different sensitivity and PPV tradeoff values. K6255 Knowledge Discovery and Data Mining Tagged. DATA PREPARATION: Besides the basics, you can opt for policy add-ons like personal possessions cover and camping equipment cover to upgrade your policy. 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. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. Activate your 30 day free trialto continue reading. 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. Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. The . Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. 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. The Caravan dataset that was released together with the paper can be found here. to use Codespaces. See If nothing happens, download Xcode and try again. Clipping is a handy way to collect important slides you want to go back to later. This is usually a hitchlock and a wheel clamp. 1-43) and product ownership (variables 44-86). Married observations. Question: Consider the insurance company case. Contents Coverage Every policy has a different level of contents insurance. The goal is to apply KNN to the Caravan dataset from the ISLR package. The dataset consists of 86 attributes and 9822 data points. Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. 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. - Middle aged family men (2, 3, and 4) TICTGTS2000.txt Targets for the evaluation set. Average age MGEMLEEF holds 6 types of values which can be categorised into three groups and are Published by Sentient Machine Research, Amsterdam. Health Insurance is a type of insurance that covers medical expenses. After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. 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. Follow this guide for more information on how to share your data with the community. TICEVAL2000.txt: Dataset for predictions (4000 customer records). Variable 86 (<code>Purchase</code>) indicates whether the customer . Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. The accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. . 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. References You can download a CSV (comma separated values) version of the Caravan R data set. It appears that you have an ad-blocker running. TICEVAL2000.txt: Dataset for predictions (4000 customer records). If nothing happens, download GitHub Desktop and try again. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. A person who has taken a health insurance policy gets health insurance cover by paying a particular premium amount. 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! Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. The data dictionary ([Web Link]) describes the variables used and their values. Security Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. 1-2, pp. Format 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. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? Now, I built the above six classification techniques on three separate test data frames: the unbalanced dataset, under sampled dataset and the over sampled dataset i.e., in effect, I now have performance measures of 18 different models for comparing and evaluating purposes. Please cite/acknowledge: P. van der Putten and M. van Someren (eds) . CUST_LEVEL_LIFECYCLE: your computer will be reset to windows 10 fresh defaults. [Web Link]. Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. All customers living in areas with the same zip code have the same sociodemographic attributes. There are 2,000 questions and 3,308 answers in the test set. Toggle navigation. A couple of those organizations include: * Insurance Information Institute * National Association of Insurance Commiss. 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. 164-167). 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 company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. CUST_SUB_LIFESTYLE_REFLECTION: Please enable Cookies and reload the page. Great reasons to choose QBE Comprehensive Caravan Insurance. sign in There are 2,000 questions and 3,354 answers in the validation set. 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. variables to significant predictors as below In the previous post, we talked about using several feature selection methods like forward/backward stepwise selection and lasso regularisation to. Science Technical Report 2000-09. CoIL Challenge 2000: The Insurance Company Case. A data frame with 5822 observations on 86 variables. Postprocess the Earth Engine outputs locally and to combine it with streamflow, as well as to compute some additional climate indices. Dataset imported from https://www.r-project.org. Once insured you will be able to build your caravanning no claims bonus and thus discount this could get you up to 20% off a quote for three years claim free caravanning. KDD. Dataset with 16 projects 1 file 1 table. Research, Amsterdam. Tracking devices offer a huge discount up to 20% from some insurers as they provide an unbeatable deterrent for potential thieves as well as being extremely effective at returning your caravan to you swiftly if it does get stolen. 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}. Further information on the individual variables can Whether you own a touring caravan or a static caravan, you could be glad of having caravan insurance in place if something goes wrong. 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 Updated 3 years ago. The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. One aspect of this is applying a customer lifetime value to each client. Introductory bonuses The complete dataset has 9822 rows and 86 column headings. CoIL Challenge OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. The sociodemographic data is derived from zip codes. Joining a caravanning club is not just a social thing! The data contains 5822 real customer records. 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. Caravan insurance is designed to protect your caravan against damage and theft. See "How to contribute" for more details about how to contribute to the Caravan project. 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. Muthu Kumaar Thangavelu (G1101765E) 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. 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. Recitation of Public and Private Sector General Insurance Industry in Structu Vivekanandha College of arts and Science for Women (Autonomous). For more information on customizing the embed code, read Embedding Snippets. This repository is part of the Caravan project/dataset. Source - Senior, family men (5, 6). 177-195, Kluwer Academic Publishers The central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. The performance measures of these models on over sampled data can be found in the jupyter notebook. 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. The sociodemographic 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. All datasets are in tab delimited format. 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. Please Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. You signed in with another tab or window. I attempt to answer this question by my fast part of the analysis. If you are at an office or shared network, you can ask the network administrator to run a scan across the network STATISTICAL ANALYSIS 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. Machine Learning, October 2004, vol. See http://www.liacs.nl/~putten/library/cc2000/ Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. The first thing I'm going to do is make a copy of it as a tibble, then see what we've got. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). The value of your caravan: The replacement or repair cost . Tap here to review the details. We've seen all sorts of makes, models, designs and modifications over the years. 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. Compare The Market Limited is authorised and regulated by the Financial Conduct Authority for insurance distribution (Firm Reference Number: 778488). 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.
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