Which statistical values you are want to understand better, please give in detail about that so that one can provide you the required material in simple way as you wishes.
I agree with the statements above. But a good and simple introduction seems Andy Field - Discovering Statistics Using SPSS (also for R and SAS available)
Thank your great response towards answer to my question. Actually, I would like to know the basic statistics like interpretation of variance, probability, p-values, t-statistic,f-statistic etc. as well as mainly concern with the time series data statistics involve with Econometrics. If any books or material available please provide/ suggest to me for the easily understanding .