be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. Great reasons to choose QBE Comprehensive Caravan Insurance. A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. Using this analysis, I suggest situation based models to apply based on their costs and different go to market strategies. 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. OpenIntro documentation is Creative Commons BY-SA 3.0 licensed. 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. 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. You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. 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. 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. The reason there is a gap, though, is. Caravan insurance is designed to protect your caravan against damage and theft. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. insurance policy. Statistical Analysis of Caravan Insurance using IBM SPSS Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. [View Context].Stephen D. Bay and Dennis F. Kibler and Michael J. Pazzani and Padhraic Smyth. Moreover, the unbalanced nature of this dataset required us to use sampling techniques to capture the characteristics of the success class (only 5.9% of the observations). Caravan policies should cover you for things like fire, theft, accidental damage and weather damage. All customers living in areas with the same zip code have the same sociodemographic attributes. Science Technical Report 2000-09. Caravan - A global community dataset for large-sample hydrology Health Insurance is a type of insurance that covers medical expenses. What is Healthcare Insurance Data Healthcare Insurance Dataset Insurance Database - MedicoReach used for? 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. P. van der Putten and M. van Someren. Additionally, every data that is contributed contains a separate license/info file, attributing your contribution to this project and explaining the source of license specification of this addition. Insurance Company Benchmark (COIL 2000) Data Set Now customize the name of a clipboard to store your clips. 10636682. The size of this file is about 1,024,817 bytes. For my later part of the analysis, I used the aforementioned classification models to devise an optimal go to market strategy depending on. 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/. Further information on the individual variables can be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. Insurance datasets - risk assessment & location data for - Precisely Caravan insurance data mining prediction models - SlideShare The Caravan dataset that was released together with the paper can be found here. 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. There was a problem preparing your codespace, please try again. It appears that you have an ad-blocker running. 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. Activate your 30 day free trialto continue reading. The performance measures of these models on over sampled data can be found in the jupyter notebook. Predicting Sale of Caravan Insurance Policy - Begin Analytics 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. The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. The meaning of the attributes and attribute values is given below. Participants are supposed to return the list of predicted targets only. #reimagewindows10how easy to do to reimage the hp elitebook 1040 using windows 10 on my work.thanks for watching. Use Git or checkout with SVN using the web URL. same zip code have the same sociodemographic attributes. Muthu1@e.ntu.edu.sg 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. Caravan Insurance | Feefo Platinum Award 2022 - Eversure Instant access to millions of ebooks, audiobooks, magazines, podcasts and more. These results can be observed in my jupyter notebook. Anti-snaking devices are now becoming more common as standard on new caravans, but they can also be retro-fitted to older vans too. 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. You might need to make adjustments . Caravan insurance - Confused.com In most cases, you'll find your caravan make within the drop down menu when you get a touring caravan quote, but if isn't there then give us a quick call on 01242 538 431 and we can confirm whether we can provide cover. If you use the Caravan dataset in your research/work, the recommended citation is: Additionally, we would highly appreciated if you also cite the corresponding manuscripts of the source datasets. 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. The dataset used is from the CoIL Challenge 2000 datamining competition. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. P. van der Putten and M. van Someren (eds) . Out of the 86 attributes, two are categorical, 83 are numerical and one is the class/target variable (Caravan Insurance Purchased). See http://www.liacs.nl/~putten/library/cc2000/ The dataset consists of 86 attributes and 9822 data points. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). Please The Insurance Company (TIC) Benchmark | Kaggle This product has 5 key use cases. If R says the Caravan data set is not found, you can try installing the package by issuing this command install.packages("ISLR") and then attempt to reload the data. You signed in with another tab or window. 1. 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. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. data is derived from zip codes. This will load the data into a variable called Caravan. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. We found that caravan insurance buyers are likely to live in wealthy area. R: The Insurance Company (TIC) Benchmark - GitHub Pages Dataset contains monthly counts, from 1971 to present, of initial claims for regular unemployment insurance benefits. A test set contains 4000 customers of whom only the organisers know if they have a caravan insurance policy. Now, I calculated the highest profit for each of my 18 models depending on the optimal cutoff for that mode. The variable of interest in this dataset is Number_of_mobile_home_policies, which indicates the observations that have bought caravan insurance. [View Context]. In 2018, the Census Bureau fielded a Split-Panel test of the Current Population Survey Annual Social and Economic Supplement (CPS ASEC) to fulfill budgetary requirements for the 2087 fiscal year. Exploratory Data Analysis (EDA) solution to Kaggle caravan insurance product usage data and socio-demographic data derived from zip area codes supplied by the Dutch The sociodemographic data is derived from zip codes. One aspect of this is applying a customer lifetime value to each client. Google Colab TICDATA2000.txt: Dataset to train and validate prediction models and build a description (5822 customer records). Games, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) An Introduction to Statistical Learning with applications in R, www.StatLearning.com, Springer-Verlag, New York. So, for example, if your air conditioning motor breaks down, the insurance covers repair costs. Storage sign in 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. Everything You Need To Know About Caravan Insurance - Big Lap Bible 50 free insurance data sets you'll need - before they go. - LinkedIn 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. P. van der Putten and M. van Someren (eds) . Muthu Kumaar Thangavelu (G1101765E) 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. Compare The Market Limited is authorised and regulated by the Financial Conduct Authority for insurance distribution (Firm Reference Number: 778488). understanding of the insurance product and the product buyers. 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. - Middle and Upper Class, middle aged and senior citizens, high risk cultured liberal investors (8, 9, You can read the details below. Photography Insurance; Camera Insurance . Caravan Insurance | Comparethemarket Firstly, the Health Cost Insurance dataset is extracted from UCI machine repository and the data is preprocessed along with exploratory data analysis. STATISTICAL ANALYSIS Caravan - A global community dataset for large-sample hydrology The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. 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. 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). The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. They give information on the distribution of that variable, e.g. The data consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. However, numerous efforts and solutions are already in place for answering this question, I tend to focus more on my second part of the analysis, which is devising a go to market strategy.