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Negative correlation which is downhill from left to right occurs when one quantity increases while the other quantity decreases.
If measurements are taken for two (or more) variable for a sample , then the correlation between the variables are the sample correlation. If the sample is representative then the sample correlation will be a good estimate of the true population correlation.
Evidence that there is no correlation.