This is a complicated situation, and you should probably contact a statistician. P values Definition of a P value Consider an experiment where you've measured values in two samples, and the means are different. The populations have the same mean, and the difference you observed is a coincidence of random sampling. The P value is a probability, with a value ranging from zero to one. There are many methods, and you'll need to read a statistics text to learn about them.
Many people misunderstand what question a P value answers.
You have to choose. Using strict definitions, this is not correct. Once you have set a threshold P value for statistical significance, every result is either statistically significant or is not statistically significant. Some statisticians feel very strongly about this. Often, results are flagged with a single asterisk when the P value is less than 0.05, with two asterisks when the P value is less than 0.01, and three asterisks when the P value is less than 0.001.