This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. It is explicitly not allowed to use this dataset for commercial education or demonstration purposes. There are 2,000 questions and 3,308 answers in the test set. There are two go to marketing strategies that COIL can use. Introductory bonuses
Caravan : The Insurance Company (TIC) Benchmark InsuranceQA is a question answering dataset for the insurance domain, the data stemming from the website Insurance Library. Tap here to review the details. Australian Caravan Insurance is a specialist provider of comprehensive insurance cover for caravans, campervans, trailers, horse floats and more. There was a problem preparing your codespace, please try again. 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. Since, it is critical for my analysis to correctly classify success class observations, the most important performance measures to consider is sensitivity and PPV. variables to significant predictors as below 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. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. 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. that is required to extend Caravan to any new location for free in the cloud. You might need to make adjustments . R documentation and datasets were obtained from the R Project and are GPL-licensed. If nothing happens, download GitHub Desktop and try again. Springer-Verlag, New York. 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. based on family status and age. There are 12,889 questions and 21,325 answers in the training set. DATA PREPARATION: 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. One instance per line with tab delimited fields.
There are 60 insurance datasets available on data.world. your computer will be reset to windows 10 fresh defaults. Variable 86 A data frame with 5822 observations on 86 variables. The . The datasets below may include statistics, graphs, maps, microdata, printed reports, and results in other forms. The training set contains over 5000 descriptions of customers, including the information of whether or not they have a caravan insurance policy. Information about customers consists of 86 variables and includes product usage data and socio-demographic data derived from zip area codes. June 22, 2000. 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. 95. 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.
PDF Characteristics of Caravan Insurance Policy Buyer - Galit Shmueli The sociodemographic The UCI KDD Archive of Large Data Sets for Data Mining Research and Experimentation. Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. 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. 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. for anyone to share extensions of Caravan to new regions. This dataset is owned and supplied by the Dutch datamining company Sentient Machine Research, and is based on real world business data. North Wales PA 19454 Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. Science Technical Report 2000-09.
Of caravans and cross-validation - GitHub Pages James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) consists of 86 variables, containing sociodemographic data (variables 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. Activate your 30 day free trialto continue reading. 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.
Machine Learning to Kaggle Caravan Insurance Challenge on R be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html. P. van der Putten and M. van Someren. The value of your caravan: The replacement or repair cost . The first thing I'm going to do is make a copy of it as a tibble, then see what we've got.
CPOL: Code Project Open License - CodeProject You are allowed to use this dataset and accompanying information for non commercial research and education purposes only. 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). The dataset consists of 86 attributes and 9822 data points. The sociodemographic data is derived from zip codes. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Insurance Company Benchmark (COIL 2000) Data Set A tag already exists with the provided branch name. Get smarter at building your thing. 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. Looks like youve clipped this slide to already. Participants are supposed to return the list of predicted targets only. ANALYZING AND CATEGORIZING THE VARIABLES: 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. The size of this file is about 1,024,817 bytes. 177-195, Kluwer Academic Publishers 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. A test dataset contains another 4000 customers whose information will be used to test the effectiveness of the machine learning models. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Considering the nature of decisions made on this data, I can maximize profit by recommending one of the two market strategies. Download: Data Folder, Data Set Description, Abstract: This data set used in the CoIL 2000 Challenge contains information on customers of an insurance company. By whitelisting SlideShare on your ad-blocker, you are supporting our community of content creators. Caravan policies should cover you for things like fire, theft, accidental damage and weather damage.
Insurance Company Benchmark (COIL 2000) | Social Sciences Dataset Caravan insurance data mining statistical analysis - SlideShare 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. 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/. Health Insurance is a type of insurance that covers medical expenses. The dataset "Caravan.csv"contains 5822 obser- vations on 86 variables. We've updated our privacy policy. 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. #reimagewindows10how easy to do to reimage the hp elitebook 1040 using windows 10 on my work.thanks for watching. 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 . Questions or concerns about copyrights can be addressed using the contact form. North Penn Networks Limited The dataset used is from the CoIL Challenge 2000 datamining competition. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). All customers living in areas with the same zip code have the same sociodemographic attributes. Caravan insurance is designed to protect your caravan against damage and theft. The training data has 5893 observations, whereas, the test data consists of the remaining 3929 observations. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. Participants are supposed to return the list of predicted targets only. See "How to contribute" for more details about how to contribute to the Caravan project.
Caravan function - RDocumentation 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 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. Therefore, models constructed using this data set may not be the best predictor for positive cases. Customer sub type MOSTYPE variable has 41 value types which can be categorised under two broad As per the current situation the company has to approach all 4000 customers with the policy. Most caravan insurance companies will require some form of minimum security. Following Amelia, let's look at the ISLR Caravan example (pp.
The data dictionary ([Web Link]) describes the variables used and their values. Our Products. The data set contains information on customers of an insurance company which includes the Caravan is an open community dataset of meteorological forcing data, catchment attributes, and discharge data for catchments around the world. Bianca Zadrozny and Charles Elkan.
Archived | Use balancing to produce more relevant models and data The data was supplied by the Dutch data mining company Sentient Machine Research and is based on a real world business problem. - Middle aged family men (2, 3, and 4)
Australian Caravan Insurance Review | finder.com.au P. van der Putten and M. van Someren (eds) . The data contains 5822 real customer records. Click here to review the details. Attribute 86, "CARAVAN:Number of mobile home policies", is the target variable. Caravan - A global community dataset for large-sample hydrology, that was used to derive all of the data included in Caravan, and. 2000: The Insurance Company Case. Still not convinced? This dataset is not set up as individual customer observations and each row represents a group of customers i.e., a large sample size.