TrainityTrainity
All ideas

Unwarranted Plagiarism remark for project 6

I have recieved a update stating that I have plagiarism from the below 2 links however I haven't copied anything and have invested 5+ hours into making this project please go throught the task wise comparison for each project that trainity suspects I have copied from. I do agree some of the columns and method resembles but that is purely because we had the same problem statement and almost same variable columns. Please re-evaluate my project. Link 1: https://www.youtube.com/watch?v=1X_BeyXS7fU&t=180s Task A: The EDA process according to the video is only done for columns however I have also found it for the rows. And the columns which she has deleted resembles with mine because the missing values are the same. Task B: She has taken columns AmtIncometotal, cnt_child and Days employed however my data set only contains count children and Days employed because I felt those are the only outlier that could matter a person having such huge salaries would not make a change. And as a the conversion of the columns days employed to years was common sense and I calculated those values last meet to make the data appear clean. Task C: The imbalance data resembles data has no values in common nor the count neither the ratio then what is copied? And if it is about the specific Target column then by what I have understood the Target variable is where the data revolve around and Target variable makes sense with imbalance theory and is a perfect depiction of the data. She has additionally also found contribution which I have not then what is plagarised? Task D: Univariate: She has used Applicants column to find the Univariate and I have used "Count of the salary amount" in a specific range. Segmented Univariate: Only the Target variable and two variables which perfectly fits thw requirements of Segmented Univariate analysis and I believe she was able to find out the same. Bivariate: a person with a basic knowledge of Data analysis would understand that in a Bivariate analysis both column should have some correlation and with a range of salary amt of credit fits perfectly hence I chose that analysis. Additionally I have used heat maps to depicts the data severeity and she has done none in her videos. Task E: The correlation columns don't match entirely, however there is not other basic method of finding of correlation of the columns and she has also mentioned top 10 correlation but I haven't any of such information. Conclusion: Data in all the task's' doesn't match, even if there is some resemblence the only reason is because the problem statement are the same and with a basic Data Analysis Quotient one would choose the same column which are common in my data set. The data given is also different the number of values in the data is also different the output methods are also different. Link 2: https://github.com/vsoni555/Bank-Loan-Case-Study/blob/main Bank%20Loan%20Case%20Study.pdf Task A: The number 1 rule to handle null values are to eliminate the values with more than 30% missing values and the idea is same, however that is basic knowledge how does that account to plagiarism and also again I have calulated the missing values for the rows as well with bar graph presentation. Task B: He has taken columns AmtIncometotal, cnt_child and Days employed however my data set only contains count children and Days employed because I felt those are the only outlier that could matter a person having such huge salaries would not make a change. And as a the conversion of the columns days employed to years was common sense and I calculated those values last meet to make the data appear clean. Task C: The total applicant value doesn't match for the imbalance however as per domain knowledge and the dataset understanding target variable columns makes more sense for working with imbalance data. Task D: Univariate: He has used Amt Credit column for the Univariate analysis and I have used amt of salary the data is not same. Segmented Univariate: He has taken amount of total income and target variable however I have used the salary range and the target variable the data does not match. Bivariate: The two columns he chose is amttotalincome and amtcredit however I have used the salary range and amtcredit please check the data I have not copied any of such columns or data. Task E: He has found correlation for each target values stating the capablity of person's ability to pay the loan back, I have only portrayed the correlation in column to column basis. Conclusion: The data and output does not match and I didn't even he existed I have not copied any data or values from his project. (Plagiarism(Google Definition): "the practice of taking someone else's work or ideas and passing them off as one's own.") with due respect understanding the above statement, I have not taken any of her work or copied the data and data the analysis are competely done on the data set Trainity provided. And before marking it a plagiarism remark please consider that you have given the same problem statements with also same variable values. I request you to please re-evaluate my project as I have put hours into it and haven't copied from any source