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Analysis of Linear Regression Model Fit

tempexam.csv

Missing file

I would like to execute a linear regression model on this data

The linear regression model has been successfully fitted to the data. Here are the key results:
  • Intercept: -63.66
  • Slope (Dates): 0.0295
  • R-squared: 0.075
  • Adjusted R-squared: 0.070
  • Residual standard error: 5.528
  • F-statistic: 14.77
  • p-value: 0.000168
The model indicates a positive relationship between the dates and the variable y, with a slope of 0.0295. The p-value is very small, indicating that the relationship is statistically significant.
Would you like to visualize the regression line on a scatter plot or perform any other analysis?

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default of credit card clients-csv.csv

Missing file

what can you tell me about this data set

The dataset provided is named default of credit card clients. It contains information about credit card clients and whether they defaulted on their payment the next month. Here are some key details about the dataset:
  • ID: Unique identifier for each client.
  • LIMIT_BAL: Amount of the given credit (in NT dollars).
  • SEX: Gender (1 = male, 2 = female).
  • EDUCATION: Education level (1 = graduate school, 2 = university, 3 = high school, 4 = others).
  • MARRIAGE: Marital status (1 = married, 2 = single, 3 = others).
  • AGE: Age of the client.
  • PAY_0 to PAY_6: History of past payment (from September to April, -1 = pay duly, 1 = payment delay for one month, 2 = payment delay for two months, etc.).
  • BILL_AMT1 to BILL_AMT6: Amount of bill statement (from September to April).
  • PAY_AMT1 to PAY_AMT6: Amount of previous payment (from September to April).
  • default payment next month: Whether the client defaulted on their payment the next month (1 = yes, 0 = no).
Would you like to perform any specific analysis or visualization on this dataset?
The dataset has been successfully loaded. Here are the first few rows of the dataset:
IDLIMIT_BALSEXEDUCATIONMARRIAGEAGEPAY_0PAY_2PAY_3PAY_4PAY_5PAY_6BILL_AMT1BILL_AMT2BILL_AMT3BILL_AMT4BILL_AMT5BILL_AMT6PAY_AMT1PAY_AMT2PAY_AMT3PAY_AMT4PAY_AMT5PAY_AMT6default payment next month
1200002212422-1-1-2-239133102689000068900001
212000022226-1200003272345532610100010000100002000001
390000222340000001433114948155491518150010001000100050000000
450000221370000002831428959295472000201912001100106910000000
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