The vegetation phenology appears to be strongly coupled to elevation, slope and temperature regimes. The overall crop statistics of food and cash crops show good agreement with the statistics reported by governmental organizations. Coefficient of determination for the cropped area fractions reported and estimated for wheat, rice, cotton and gram crops is 0.87, 0.82, 0.63 and 0.91, respectively. The mixed pixels especially for rice and cotton crops is a cause of lower R2 for these two crops as other crops are also grown within the same season. The accuracy is less satisfactory for agricultural plots with a small size and major focus on food and cash crops.