Context Based on a directive to make information public a few banks in India made public the list of willful loan defaulters. Four banks have made the data public and posted on their websites. The banks are Punjab National Bank (PNB), IDBI Bank, Bank of Baroda (BOB) and Syndicate Bank (SyndBk) Content There are four files, each corresponding to one of the banks. This is a python dataframe saved as .csv after cleaning. There is one statesdf.csv file which is the name of Indian States as there is much variation how the data is kept in the four bank files Acknowledgements If some one feels this should not be posted please let me know why. If there is a sufficient reason I may review the posting. Inspiration Your data will be in front of the world's largest data science community. What questions do you want to see answered?