caravan insurance dataset10 marca 2023
caravan insurance dataset

Energy and Digital products are not regulated by the FCA. Besides the basics, you can opt for policy add-ons like personal possessions cover and camping equipment cover to upgrade your policy. CS Department, AI Unit Dortmund University. for anyone to share extensions of Caravan to new regions. There was a problem preparing your codespace, please try again. Whether you own a touring caravan or a static caravan, you could be glad of having caravan insurance in place if something goes wrong. Data Mining of Caravan Insurance Data Set Using R. Use Git or checkout with SVN using the web URL. 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. North Penn Networks Limited Storage 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. - Middle and Upper Class, middle aged and senior citizens, high risk cultured liberal investors (8, 9, Secondly, the anova test is applied to verify the features with Probability of F-Statistic PR(>F) < 0.05 that highly influence the Target. to use Codespaces. 177-195, Kluwer Academic Publishers This dataset is not set up as individual customer observations and each row represents a group of customers i.e., a large sample size. One instance per line with tab delimited fields. STATISTICAL ANALYSIS The data was generously contributed by one global reinsurance companyand two large Lloyd's syndicates in London. On this R-data statistics page, you will find information about the Caravandata set which pertains to The Insurance Company (TIC) Benchmark. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. 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. See http://www.liacs.nl/~putten/library/cc2000/ 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 . The training set contains over 5000 descriptions of customers, including the information of whether they have a caravan insurance policy. 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. 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For my later part of the analysis, I used the aforementioned classification models to devise an optimal go to market strategy depending on. Caravan includes meteorological forcing data . The central idea behind their target marketing being that the penetration price pricing directly influences the conversion rate. 12, 13, 23, 25, 36, 2, 3, 4, 5, 15, and 27) An Introduction to Statistical Learning with applications in R, 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. Clipping is a handy way to collect important slides you want to go back to later. 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 data contains 5822 real customer records. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. While searching for this topic online, you will find there are three aspects. (Purchase) indicates whether the customer purchased a caravan All customers living in areas with the same zip code have the same sociodemographic attributes. I like this service www.HelpWriting.net from Academic Writers. The corresponding data visualizations can be observed in the uploaded jupyter notebook. DATA PREPARATION: Click here to review the details. Activate your 30 day free trialto continue reading. 0330 094 5256. Our Products. 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. After months of planning, the caravan of immigrants began their journey from Central America to the U.S. border in October 2018. Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. 10636682. existing customers and caravan mobile home insurance buyers and some corresponding general characteristics. The sociodemographic data is derived from zip codes. looking for misconfigured or infected devices. All customers living in areas with the same zip code have the same sociodemographic attributes. InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. Looks like youve clipped this slide to already. You might need to make adjustments . The unique Ray ID for this page is: 7a27d02e1dc5c268. cross-sellingCaravanInsuranceUsingDataMining, http://kdd.ics.uci.edu/databases/tic/dictionary.txt, http://kdd.ics.uci.edu/databases/tic/tic.html. 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). P. van der Putten and M. van Someren (eds) . Activate your 30 day free trialto unlock unlimited reading. 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. 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. Published by Sentient Machine Research, Amsterdam. Data Analytics | Artificial Intelligence | Data Visualization | Perspective | https://www.linkedin.com/in/tankahwang/. 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. K6255 Knowledge Discovery and Data Mining Caravan Guard Limited is authorised and regulated by the Financial Conduct Authority (FCA). Data for an Introduction to Statistical Learning with Applications in R, ISLR: Data for an Introduction to Statistical Learning with Applications in R. A Simple Method For Estimating Conditional Probabilities For SVMs. There are 2,000 questions and 3,308 answers in the test set. Now customize the name of a clipboard to store your clips. 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. i.e., what go to market strategies could be used in order to maximize profits. Work fast with our official CLI. Now, I calculated the highest profit for each of my 18 models depending on the optimal cutoff for that mode. I attempt to answer this question by my fast part of the analysis. [Web Link], [1] Papers were automatically harvested and associated with this data set, in collaboration All customers living in areas with the same zip code have the same sociodemographic attributes. 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. It may be obtained from: https://www.kaggle.com/uciml/caravan-insurance-challenge It contains information on customers of an insurance company. Having said that, I have developed analysis that compares overall costs for all eighteen models for classification cutoff values ranging from 0 to 1. The Caravan dataset that was released together with the paper can be found here. Registered in England No. There are two go to marketing strategies that COIL can use. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. Most caravan insurance companies will require some form of minimum security. This report is intended to understand characteristics of a caravan insurance policy buyer. 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. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. The CPOL is our gift to the community. 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. 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. It is further divided into a training set (5822 observations) and a test set (4000 observations). Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. In the previous post, we talked about using several feature selection methods like forward/backward stepwise selection and lasso regularisation to. Read the Product Disclosure Statement (PDS) and Target Market Determination (TMD) to find out more. 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. 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. Further information on the individual variables can 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. 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 accuracy of our model using testing dataset is 79.7% in which it's sensitivity was 81.74% and specificity 47.48%. 1-43) and product ownership (variables 44-86). The data was originally supplied by Sentient Machine Research October 26, 2021. Please [View Context].Stefan R uping. 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. 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. 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. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. A person who has taken a health insurance policy gets health insurance cover by paying a particular premium amount. 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}. We've seen all sorts of makes, models, designs and modifications over the years. TICEVAL2000.txt: Dataset for predictions (4000 customer records). 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. We classify the broad range of 86 The dataset consists of 86 attributes and 9822 data points. Caravan insurance is designed to protect your caravan against damage and theft. We've updated our privacy policy. How to reimage your computer in windows 7/8/10? This is usually a hitchlock and a wheel clamp. The sociodemographic data is derived from zip codes. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) Lay-up cover. Additional security and safe storage are great for when your caravan is not is use but what about when youre towing your caravan? Free access to premium services like Tuneln, Mubi and more. 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/. There are a lot of factors that determine the premium of health insurance. The second is where the company markets to a wider consumer base with a lower penetration pricing relying to law of large numbers. All customers living in areas with the CoIL Challenge 2000: The Insurance Company Case. 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 Caravandata set is found in the ISLRR package. To achieve reliable data results, start by balancing data correctly based on a specific business objective before training a predictive model. Health Insurance is a type of insurance that covers medical expenses. There are 2,000 questions and 3,354 answers in the validation set. For my first part of the analysis, I used Data Visualization and Association Rules to understand the characteristics of caravan mobile home insurance buyers. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. So, for example, if your air conditioning motor breaks down, the insurance covers repair costs. Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. 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. Further information on the individual variables can be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. This analysis can be observed in the uploaded notebook. This repository is part of the Caravan project/dataset. Tagged. If nothing happens, download GitHub Desktop and try again. Taking some extra precautions can reduce your premium considerably, so read on for our top tips to keep your insurance as cheap as possible. See Following Amelia, let's look at the ISLR Caravan example (pp. Global businesses and organizations buy Healthcare Marketing Data from . To access comparethemarket.com please complete the security check to prove you arehuman. The Insurance Company (TIC) Benchmark Description The data contains 5822 real customer records. Also a Leiden Institute of Advanced Computer 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. The first thing I'm going to do is make a copy of it as a tibble, then see what we've got. 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. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. Married observations. 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. Recitation of Public and Private Sector General Insurance Industry in Structu Vivekanandha College of arts and Science for Women (Autonomous). The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. References The results from these allowed us to state the relationship between 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. insurance policy. The reason there is a gap, though, is. If nothing happens, download Xcode and try again. https://www.statlearning.com, A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. 57, iss. All datasets are in tab delimited format. The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. Joining a caravanning club is not just a social thing! Storing your caravan in a sensible place will also give you peace of mind as well as possible discounts off your annual caravan insurance. Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. The size of this file is about 1,024,817 bytes. Examples, The data contains 5822 real customer records. Transforming classifier scores into accurate multiclass probability estimates. Usage The cost of a tracking device may seem too high if your caravan is several years old, but adding additional security is still beneficial. Machine Learning, October 2004, vol. Questions or concerns about copyrights can be addressed using the contact form. Science Technical Report 2000-09. TICTGTS2000.txt Targets for the evaluation set. 2000: The Insurance Company Case. A couple of those organizations include: * Insurance Information Institute * National Association of Insurance Commiss. Club membership Do not sell or share my personal information, 1. The insurance company dataset (TIC), which we mine in this paper, was used in the COIL 2000 challenge. Follow this guide for more information on how to share your data with the community. We found that caravan insurance buyers are likely to live in wealthy area. representing the socio demographic, education, insurance interests and income levels of customers. This data set includes 85 predictors that measure demographic characteristics for 5,822 individuals. #reimagewindows10how easy to do to reimage the hp elitebook 1040 using windows 10 on my work.thanks for watching. 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. 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. 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. 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. Compute static catchment attributes on Google Earth Engine. One aspect of this is applying a customer lifetime value to each client. For more information on customizing the embed code, read Embedding Snippets. based on family status and age. Are you sure you want to create this branch? 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. The last column (Purchase) indicates whether the customer purchased a caravan insurance policy. Please CUST_SUB_LIFESTYLE_REFLECTION: The performance measures of these models on over sampled data can be found in the jupyter notebook. The training data has 5893 observations, whereas, the test data consists of the remaining 3929 observations. Updated 3 years ago. The vision of Caravan is to provide the foundation for a truly global open source community resource that will grow over time. Leisuredays is a specialist insurance provider offering static caravan, lodge, chalet, park home and holiday home insurance. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). P. van der Putten and M. van Someren. infected with a virus or malware. We've encountered a problem, please try again. This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. Use Git or checkout with SVN using the web URL. Average age MGEMLEEF holds 6 types of values which can be categorised into three groups and are Learn more. Muthu Kumaar Thangavelu (G1101765E) Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. All Rights Reserved,