4.2 – University Rankings: The dataset on American college and university rankings contains information on 1302 American colleges and universities offering an undergraduate program. For each university, there are 17 measurements that include continuous measurements (such as tuition and graduation rate) and categorical measurements (such as location by state and whether it is a private or a public school). a. Remove all categorical variables. Then remove all records with missing numerical measurements from the dataset.
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- Suppose a group of 9 sales price records has been stored as follows: 9, 25, 28, 30, 48, 72, 78, 195, 213 Partition them into three bins then smoothing them by the following methods: Partition into equal-width then smoothing by bin means. Partition into equal-depth then smoothing by bin boundaries.The file UniversalBank.csv contains data on 5000 customers of Universal Bank. The data include customer demographic information (age, income, etc.), the customer’s relationship with the bank (mortgage, securities account, etc.), and the customer response to the last personal loan campaign (Personal Loan). Among these 5000 customers, only 480 (= 9.6%) accepted the personal loan that was offered to them in the earlier campaign. In this exercise, we focus on two predictors: Online (whether or not the customer is an active user of online banking services) and Credit Card (abbreviated CC below) (does the customer hold a credit card issued by the bank), and the outcome Personal Loan (abbreviated Loan below). Partition the data into training (60%) and validation (40%) sets. a. Create a pivot table for the training data with Online as a column variable, CC as a row variable, and Loan as a secondary row variable. The values inside the table should convey the count. In R, use…ask 1. Import the data into R and give an overview over the data, using summary statistics asappropriate. If you access the data directly from the UK government webpage, it may be easiestto first load the data into Microsoft Excel and then to save the relevant section of the spreadsheetas a csv file. Make sure to read the explanations in the Excel file.As hinted at in the original spreadsheet, rows are duplicated, with the duplicates differing onlyin the column ‘Licence Category’. Since we are not interested in licence categories, remove thecolumn ‘Licence Category’ from the data, and then use the command unique() to remove theexcess rows. (You can type ‘help(unique)‘ to learn how this command works.) Your reportshould at least address the following issues: Give some general information about the data set. Convince the reader that you have imported the data correctly. State how many rows were removed as duplicates. What is the most common vessel name?
- dataset in picture Use the given dataset to perform the following using python: Name of dataframe (your reg_no+your_name) Import the given data set Find out its header and information Calculate the mean, median and mode of covid_deaths, covid_recoveries, and covid_cases Find out the total of covid affected cases(all three cases) in all countries Find out the total of covid related deaths in all countries Countries covid_deaths covid_recoveries covid_cases Pakistan 10000 520000 55000 India 12000 120000 130000 Bangladesh 14000 123000 120000 Srilanka 19000 213000 45000 Bhutan 12000 212 44000 Nepal 1000 9000 12300 Australia 80000 560000 32100 Singapore 2000 130000 12345 England 100000 320000 89765 USA 100000 890000 87898Passenger (pid, pbithday, pcity)Station (sid, sname, sxcoord, sycoord)CheckIn (pid, departure_sid, arrive_sid, departure_date, arrive_date)departure_sid reference sid in Stationarrive_sid reference sid in Stationpid references pid in Passenger there are 400 million Passenger, 500 stations, and 20 billion checkIn stored in the schema. For simplicity, assume that every attribute is of size 8 bytes, and the size of each tuple is thus 8*x bytes for a table with x attributes, and that the size of a table is simply the size of a tuple multiplied by the number of tuples (i.e., 100% occupancy and no gaps or space for block metadata). Now consider the following queries: SELECT P.pidFROM Passenger p, CheckIn C, Station SWHERE P.pid = C.pidand C.departure_sid = S.sidand S.sname = "LA"and year(P.pbithday) = 2000and date(C.departure_date) = "2015-12-12" question:1. first join P with C, and then join result with S2. first join S with C, and then join result with PWhich way would be faster for this…Prestige data is data set in the package carData in R. Download and install thispackage and use it to perform the following exercises.1. (a) How can you show the structure of the data? What data structure is prestige andwhat data type is each variable in Prestige?(b) What are the dimensions of the data?(c) Display the first six and last six rows of the data(d) What is the highest and the lowest Income? which category of occupation(s)is(are) paid these incomes?2. What percentage of occupational incumbents earn more than $25,000?3. What percentage of occupational incumbents earn above $20,000 and below $10,000?4. Construct a box plot to compare the distribution of Income according to type of occupation. Comment on the distribution of each box plot and the presence of outliers.Colour the box plots with different colours OF your choice.5. Construct a histogram for each for income of each type of occupation. Do your histograms conform to your results from the box plots?6. Select the data on…
- Consider the below given iris data set. This dataset contains 3 classes of 15 instances each and each class refers to a type of iris plant. The dataset has two features: sepal length, sepal width. The third column is for species, which holds the value for these types of plants. A new plant is identified. You have to classify the Species class of new identified plant with the help of KNN algorithm.KNN modify the given data by adding number 12 to special length and special width with everyonePlease help me figure out this textbook problem using R CODE Given the Cars data set (https://raw.githubusercontent.com/dev7796/data101_tutorial/main/files/dataset/Cars2022.csv), find the Car brand which has the highest mean age of buyers. How do I demonstrate it by testing number of alternative hypotheses by comparing the car brands mean buyers age with all other car makers in Cars data set? How can I show every single hypothesis I will test, run permutation or z-test and explain the meaning of these hypotheses? How can I conclude that the car brand in question indeed has the highest mean age of buyers, or is it just random fluctuation and please elaborate.V5. min jee wants to combine the sales data from each of the art fairs. switch to the combined sales worksheet and then update the worksheet as follows. in cell A5 enter a formula without using a function that references cell a5 in the Madison worksheet. copy the formula from cell a5 to the range a6:a8 without copying the formatting. in cell b5, enter a formula using the sum function, 3d references, grouped worksheets that totals the values from cell b:5 in the chicago: madison worksheets.
- Use Python Code Your task is : Use pandas to read the csv table. Example df = pd.read_csv('COVID19.csv' ), then make a visualization of confirmed cases of COVID-19 by country using matplotlib, seaborn, etc. Just tell me how to do it ! Why this question always get rejected ?! Covid-19 Confirmed table (csv) : Province/State Country Lat Long ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## 2/1/2020 2/2/2020 2/3/2020 2/4/2020 2/5/2020 2/6/2020 2/7/2020 2/8/2020 2/9/2020 ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## 3/1/2020 3/2/2020 3/3/2020 3/4/2020 3/5/2020 3/6/2020 3/7/2020 3/8/2020 3/9/2020 ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## ######## 4/1/2020 4/2/2020 4/3/2020…Please explain A major airline decides it wants to board passengers passed on their priority status. The passengers will board the airplane one at a time in a single file order. The higher the priority passenger rating, the earlier they should board (assume there are no ties). What data structure should this airline use? How long will it take to board N passengers in Big-O? Note: We do not know when the passengers will arrive at the gate, but we will always want to allow the passenger with the highest priority to board first. Group of answer choices a. A priority queue is the best data structure. The priority queue uses a max-heap such that passengers with the highest priority will be at the top of the heap. In order to board N passengers, it will take O(nlog(n) time. N removals for each of the passengers and then log(n) time for each removal to rebuild the max-heap structure. b. A binary search tree is the best data structure. The binary search tree will search for…For the following question answer all the parts in R studio use R language. mpg dataset is the default dataset in R studio. 1. Load the built-in “mpg” dataset in RStudio using data(mpg) and write code to perform the following: (a) Obtain the summary statistics for the “hwy” variable (Highway MPG). (b) Create a box plot of the “cty” variable (City MPG). (c) Create a scatterplot of the “hwy” variable against the “cty” variable. What kind of relationship do the two variables have? (d) Create a box plot of the “hwy” variable against the “fl” (fuel type) variable, setting x=fl, y=hwy, group=fl within aes(). Which of the five fuel types has the highest median highway MPG?