Hi, I will like to free up memory in R and make my program execute faster. At the moment, MY PROGRAM IS VERY SLOW probably due to memory issues. Here is sample data (Rcode is found at the end) from one simulation(I have 1000 such files to process):? list(c("1971 1 1GGG1 0.00 -3.68 -0.29", "1971 1 1GGG2 0.00 -8.31 0.81", "1971 1 1GGG3 0.00-10.69 5.69", "1971 1 1GGG4 1.78 -6.96 -2.20", "1971 1 1GGG5 2.64 -9.48 9.20", "1971 1 1GGG6 0.00 -9.74 3.73", "1971 1 1GGG7 0.00 -8.49 3.58", "1971 1 1GGG8 0.00 -2.78 -2.92", "1971 1 1GGG9 0.00 -9.30 0.63", "1971 1 1GG10 4.87 -5.59 3.11", "1971 1 1GG11 0.10-12.04 10.80", "1971 1 1GG12 0.00 -5.24 -0.43", "1971 1 1GG13 0.00 -8.82 2.88", "1971 1 1GG14 0.00-11.10 14.50", "1971 1 1GG15 0.00 -5.54 10.12", "1971 1 1GG16 0.00 -4.54 10.48", "1971 1 1GG17 0.00 1.68 17.28", "1971 1 1GG18 0.00 -5.79 6.64", "1971 1 1GG19 0.00 -5.27 14.29", "1971 1 1GG20 0.00 -8.93 9.60", "1971 1 1GG21 5.29 1.30 15.62", "1971 1 1GG22 0.00 -2.50 19.20", "1971 1 1GG23 0.00 -7.04 15.73", "1971 1 1GG24 0.00 -8.53 11.60", "1971 1 1GG25 0.00 -0.82 10.33", "1971 1 1GG26 0.00 -6.28 21.58", "1971 1 1GG27 0.00 -4.73 20.56", "1971 1 1GG28 9.15 -4.38 11.70", "1971 1 1GG29 0.00 2.91 6.94", "1971 1 1GG30 0.00 -7.27 -4.96", "1971 1 1GG31 0.00 2.27 8.05", "1971 1 1GG32 0.00 -3.56 0.66", "1971 1 1GG33 0.00 -0.75 5.10", "1971 1 1GG34 1.81 2.82 -1.50", "1971 1 1GG35 0.00 -9.33 -5.15", "1971 1 1GG36 0.45 -0.41 1.59", "1971 1 1GG37 0.00 0.54 3.06", "1971 1 1GG38 0.00 1.85 0.87", "1971 1 1GG39 0.00 0.41 -5.11", "1971 1 1GG40 3.38 -8.04-10.43", "1971 1 1GG41 0.00 -7.00 3.22", "1971 1 1GG42 0.00 1.44 0.52", "1971 1 1GG43 0.00 -5.16 -4.01", "1971 1 1GG44 0.00 -0.73 -4.24", "1971 1 1GG45 8.63 -9.15 1.35", "1971 1 1GG46 0.00-10.04 6.62", "1971 1 1GG47 0.00 -9.67 8.25", "1971 1 1GG48 0.00-11.63 2.14", "1971 1 1GG49 0.00-10.33 6.68", "1971 1 1GG50 0.00-12.78 3.26", "1971 1 1GG51 9.71 -9.00 4.21", "1971 1 1GG52 2.87-11.94 6.01", "1971 1 1GG53 0.00-13.34 4.57", "1971 1 1GG54 0.71-12.14 9.01", "1971 1 1GG55 2.15 -9.84 1.37", "1971 1 1GG56 0.00-10.11 10.45", "1971 1 1GG57 0.00-10.06 0.97", "1971 1 1GG58 0.00-13.06 6.45", "1971 1 1GG59 0.00-13.17 4.48", "1971 1 1GG60 0.00-11.05 6.79", "1971 1 1GG61 0.00-11.11 1.11", "1971 1 1GG62 0.00 -8.17 10.90", "1971 1 1GG63 0.00-10.98 2.10", "1971 1 1GG64 0.00-12.82 6.07", "1971 1 1GG65 0.00 -8.65 4.32", "1971 1 1GG66 0.00-11.13 3.06", "1971 1 1GG67 0.00 -9.84 1.38", "1971 1 1GG68 1.48-13.17 -4.12", "1971 1 1GG69 0.00-10.64 6.51", "1971 1 1GG70 0.00-12.74 1.47", "1971 1 1GG71 0.00-12.14 9.21", "1971 1 1GG72 0.00-13.07 6.01", "1971 1 1GG73 0.00-11.02 3.18", "1971 1 1GG74 0.00-13.81 3.39", "1971 1 1GG75 0.00-11.53 3.23", "1971 1 1GG76 0.00-11.74 0.52", "1971 1 1GG77 0.00 -9.95 -1.56", "1971 1 1GG78 0.00-12.34 -4.90", "1971 1 1GG79 0.44-12.93 -3.38", "1971 1 1GG80 0.00 -7.25 1.21", "1971 1 1GG81 0.00 -6.69 -2.24", "1971 1 1GG82 0.00 -9.39 -4.35", "1971 1 1GG83 0.00-12.34 2.54", "1971 1 1GG84 0.00 -3.51 2.19", "1971 1 1GG85 0.00-12.03 6.77", "1971 1 1GG86 0.00 -3.54 1.12", "1971 1 1GG87 0.00 -8.15 -0.70", "1971 1 1GG88 0.00 -7.02 -0.51", "1971 1 1GG89 0.00-11.05 2.15", "1971 1 1GG90 0.00-11.44 7.73", "1971 1 1GG91 0.11-11.22 7.26", "1971 1 1GG92 0.00 -4.54 9.87", "1971 1 1GG93 0.00 -4.72 10.68", "1971 1 1GG94 0.00 -8.55 9.54", "1971 1 1GG95 0.19 -0.79 12.46", "1971 1 1GG96 0.00 -4.79 11.92", "1971 1 1GG97 0.00 -5.09 10.64", "1971 1 1GG98 0.00 -4.22 15.50", "1971 1 1GG99 0.00 -7.64 11.21", "1971 1 1G100 0.00 -2.79 11.64", "1971 1 1G101 0.00 -1.62 13.53", "1971 1 1G102 0.00 -4.37 7.94", "1971 1 1G103 13.88 -6.72 5.49", "1971 1 1G104 0.00 -5.19 6.39", "1971 1 1G105 15.04 -2.39 6.86", "1971 1 1G106 0.00-12.08 -1.34", "1971 1 1G107 0.00 -5.80 9.32", "1971 1 1G108 0.00-12.17 10.07", "1971 1 1G109 0.00 -5.83 10.43", "1971 1 1G110 0.00 -6.29 7.37", "1971 1 1G111 0.00-10.59 7.34", "1971 1 1G112 0.00 -3.20 9.05", "1971 1 1G113 0.00 -7.02 11.55", "1971 1 1G114 1.21 -9.86 -2.75", "1971 1 1G115 0.00-14.74 1.11", "1971 1 1G116 0.00 -5.25 -7.93", "1971 1 1G117 0.00 -5.38 -4.76", "1971 1 1G118 0.00 -4.13 -0.12", "1971 1 1G119 0.00 -8.21 -1.76", "1971 1 1G120 0.00-15.05 -1.92", "1971 1 2GGG1 0.00 -9.93 -0.13", "1971 1 2GGG2 0.00-11.32 -2.16", "1971 1 2GGG3 0.00-12.02 0.10", "1971 1 2GGG4 0.92-13.14 -1.17", "1971 1 2GGG5 0.19 -8.28 -0.98", "1971 1 2GGG6 0.00 -9.40 -1.68", "1971 1 2GGG7 0.00-10.15 4.32", "1971 1 2GGG8 0.30-11.11 4.24", "1971 1 2GGG9 0.00-12.39 -4.05", "1971 1 2GG10 0.00-11.47 -6.93", "1971 1 2GG11 0.00 -8.63 -2.02", "1971 1 2GG12 0.00-15.46 -1.03", "1971 1 2GG13 0.00-13.92 -3.91", "1971 1 2GG14 0.00 -9.83 0.18", "1971 1 2GG15 0.00-12.03 -4.69", "1971 1 2GG16 0.00 -6.67 2.08", "1971 1 2GG17 0.00 -6.25 5.27", "1971 1 2GG18 0.00-12.58 -3.52", "1971 1 2GG19 0.00 -5.30 3.12", "1971 1 2GG20 0.00 -6.87 -4.64", "1971 1 2GG21 0.00 -4.62 6.34", "1971 1 2GG22 0.15 -5.88 5.35", "1971 1 2GG23 0.00 -7.02 2.15", "1971 1 2GG24 0.12-13.33 -2.68", "1971 1 2GG25 0.00 -2.34 10.02", "1971 1 2GG26 0.00 -6.57 2.30", "1971 1 2GG27 0.00 -4.73 -0.28", "1971 1 2GG28 0.00 -6.22 -1.39", "1971 1 2GG29 0.00 -8.91 20.70", "1971 1 2GG30 0.00-15.40 0.53", "1971 1 2GG31 0.00 -8.71 18.24", "1971 1 2GG32 0.00-13.01 5.36", "1971 1 2GG33 0.00 -8.09 10.58", "1971 1 2GG34 0.00 -9.32 6.58", "1971 1 2GG35 0.31-17.87 -7.52", "1971 1 2GG36 0.00-14.72 1.90", "1971 1 2GG37 0.00 -8.50 8.82", "1971 1 2GG38 0.00 -9.26 5.61", "1971 1 2GG39 0.00-13.47 1.98", "1971 1 2GG40 0.00-18.61 -6.15", "1971 1 2GG41 0.00-10.59 13.95", "1971 1 2GG42 0.00-10.94 9.05", "1971 1 2GG43 0.00-13.32 13.60", "1971 1 2GG44 0.00-15.20 12.57", "1971 1 2GG45 0.00-15.69 2.25", "1971 1 2GG46 1.84-14.36 3.01", "1971 1 2GG47 0.00-10.36 5.18", "1971 1 2GG48 0.00 -6.97 -0.76", "1971 1 2GG49 0.00-11.56 -1.59", "1971 1 2GG50 0.88-11.91 -8.33", "1971 1 2GG51 0.44-11.14 6.07", "1971 1 2GG52 0.21-11.67 -1.25", "1971 1 2GG53 0.00-11.30 -2.55", "1971 1 2GG54 0.00-11.88 2.89", "1971 1 2GG55 0.00 -6.06 -4.93", "1971 1 2GG56 0.00-10.40 -0.51", "1971 1 2GG57 0.00 -9.97 -3.60", "1971 1 2GG58 0.00 -8.23 3.14", "1971 1 2GG59 0.00 -9.93 1.70", "1971 1 2GG60 0.00-13.92 4.15", "1971 1 2GG61 0.00-12.03-10.30", "1971 1 2GG62 0.00 -7.33 -4.22", "1971 1 2GG63 0.00-11.55-13.21", "1971 1 2GG64 0.00-12.16-12.32", "1971 1 2GG65 0.00 -9.60-11.10", "1971 1 2GG66 0.00-10.90 -6.06", "1971 1 2GG67 0.00-12.19-12.06", "1971 1 2GG68 0.00-15.60 -8.34", "1971 1 2GG69 0.00 -3.31 0.27", "1971 1 2GG70 0.00-15.22 -5.89", "1971 1 2GG71 0.00 -8.63 -5.90", "1971 1 2GG72 0.00-14.99 3.00", "1971 1 2GG73 0.00-11.75 -3.75", "1971 1 2GG74 0.00-11.97-12.86", "1971 1 2GG75 0.00-12.25 -3.46", "1971 1 2GG76 0.00-11.76-12.13", "1971 1 2GG77 0.00-11.49 -9.43", "1971 1 2GG78 0.00-14.66 -8.56", "1971 1 2GG79 0.00-15.49 -7.10", "1971 1 2GG80 0.00-14.48-16.07", "1971 1 2GG81 0.11-12.21-15.29", "1971 1 2GG82 0.00-17.10-16.05", "1971 1 2GG83 0.00-15.24-10.19", "1971 1 2GG84 0.00-10.14 -9.20", "1971 1 2GG85 0.00 -7.62 -0.03", "1971 1 2GG86 0.10-10.68-11.16", "1971 1 2GG87 0.40-20.02-14.83", "1971 1 2GG88 0.00-13.17 -4.92", "1971 1 2GG89 0.00-15.42 -1.34", "1971 1 2GG90 0.00 -8.75 0.07", "1971 1 2GG91 0.24-11.55 -3.52", "1971 1 2GG92 0.00-11.53 1.77", "1971 1 2GG93 0.00 -8.91 0.84", "1971 1 2GG94 0.00-11.88 7.64", "1971 1 2GG95 0.24 -7.16 -0.89", "1971 1 2GG96 0.00-15.64 2.48", "1971 1 2GG97 0.00-11.90 2.21", "1971 1 2GG98 0.00-10.73 6.50", "1971 1 2GG99 0.00 -8.61 -2.58", "1971 1 2G100 0.00-11.06 -3.27", "1971 1 2G101 0.00 -9.02 -5.16", "1971 1 2G102 0.00-10.17-14.01", "1971 1 2G103 0.16-15.32 -9.94", "1971 1 2G104 0.00-11.31 -9.86", "1971 1 2G105 0.00-12.00-15.05", "1971 1 2G106 0.00-20.69 -3.77", "1971 1 2G107 0.74-10.42-11.52", "1971 1 2G108 0.00-10.91 -5.03", "1971 1 2G109 0.00-11.26 -9.73", "1971 1 2G110 0.00-14.79 2.21", "1971 1 2G111 0.00 -9.31 -2.70", "1971 1 2G112 0.00-13.16 -2.77", "1971 1 2G113 0.00-12.08 -1.78", "1971 1 2G114 0.28-18.98 -7.20", "1971 1 2G115 0.00-21.06 -4.52", "1971 1 2G116 0.00-14.65 -8.84", "1971 1 2G117 0.00-13.81-10.56", "1971 1 2G118 0.00-17.12-12.53", "1971 1 2G119 0.00-15.07 -8.09", "1971 1 2G120 0.00-20.96 -3.77", "1971 1 3GGG1 0.00-16.52 1.85", "1971 1 3GGG2 0.00-16.88 -0.03", "1971 1 3GGG3 0.00-22.33 -6.00", "1971 1 3GGG4 0.00-16.25 2.89", "1971 1 3GGG5 0.00-18.35 -4.39", "1971 1 3GGG6 0.00-18.79 -5.67", "1971 1 3GGG7 0.00-14.16 1.51", "1971 1 3GGG8 0.00-17.76 -0.85", "1971 1 3GGG9 0.00-16.45 -6.30", "1971 1 3GG10 0.00-16.25 -6.24", "1971 1 3GG11 0.00-23.74-12.63", "1971 1 3GG12 0.00-19.31 -0.52", "1971 1 3GG13 0.00-19.13 2.08", "1971 1 3GG14 0.00-24.46 -5.04", "1971 1 3GG15 0.00-18.92 -0.13", "1971 1 3GG16 0.00-12.50 -3.54", "1971 1 3GG17 0.00-13.29 -2.78", "1971 1 3GG18 0.00-18.98 -4.70", "1971 1 3GG19 0.00-13.83 -2.44", "1971 1 3GG20 0.00-25.79-10.25", "1971 1 3GG21 0.00-11.34 -0.66", "1971 1 3GG22 0.00-10.11 -2.83", "1971 1 3GG23 0.00-15.43 -6.29", "1971 1 3GG24 0.00-23.01-10.25", "1971 1 3GG25 0.00-10.67 -0.10", "1971 1 3GG26 0.00-12.69 -0.85", "1971 1 3GG27 0.00-12.28 2.12", "1971 1 3GG28 0.00-10.84 -1.60", "1971 1 3GG29 0.00-12.87 6.40", "1971 1 3GG30 0.00-17.11-11.62", "1971 1 3GG31 0.00-11.18 8.41", "1971 1 3GG32 0.00-15.34 -6.13", "1971 1 3GG33 0.30-10.22 4.38", "1971 1 3GG34 0.00 -7.67 0.55", "1971 1 3GG35 0.00-23.97-14.95", "1971 1 3GG36 0.00-15.38 -8.96", "1971 1 3GG37 0.00-12.40 0.59", "1971 1 3GG38 0.00-16.12 -5.61", "1971 1 3GG39 0.00-14.92 -4.53", "1971 1 3GG40 0.00-19.95-24.96", "1971 1 3GG41 0.00 -4.98 2.40", "1971 1 3GG42 0.00-13.02 -1.68", "1971 1 3GG43 0.00 -8.66 -0.90", "1971 1 3GG44 0.00-18.83 -1.64", "1971 1 3GG45 0.00-21.70 -7.68", "1971 1 3GG46 0.00-15.27 -5.41", "1971 1 3GG47 0.00-14.05 -0.73", "1971 1 3GG48 0.00-13.93 -5.77", "1971 1 3GG49 0.00-16.17 -4.18", "1971 1 3GG50 0.00-16.77 -7.11", "1971 1 3GG51 0.00 -7.58 -0.51", "1971 1 3GG52 0.00-12.36 -0.10", "1971 1 3GG53 0.00-13.30 -4.58", "1971 1 3GG54 0.00-17.50 -0.17", "1971 1 3GG55 0.00-10.87 -4.69", "1971 1 3GG56 0.00-15.65 -4.07", "1971 1 3GG57 0.00-10.13 -6.90", "1971 1 3GG58 0.00-10.99 -2.58", "1971 1 3GG59 0.00-11.61 0.17", "1971 1 3GG60 0.00-16.23 -2.26", "1971 1 3GG61 0.00-23.78 -9.75", "1971 1 3GG62 0.00-18.30-10.07", "1971 1 3GG63 0.00-15.22-10.82", "1971 1 3GG64 0.00-26.67 -8.80", "1971 1 3GG65 0.00-22.32-11.40", "1971 1 3GG66 0.00-20.75 -9.33", "1971 1 3GG67 0.00-21.49 -6.17", "1971 1 3GG68 0.00-20.95 -6.75", "1971 1 3GG69 0.00-16.59 -9.57", "1971 1 3GG70 0.00-22.90 -7.87", "1971 1 3GG71 0.00-17.54 -7.42", "1971 1 3GG72 0.00-21.58 -5.26", "1971 1 3GG73 0.00-13.55 -7.83", "1971 1 3GG74 0.00-21.83 -7.61", "1971 1 3GG75 0.00-13.82 -7.70", "1971 1 3GG76 0.00-17.80 -7.74", "1971 1 3GG77 0.00-15.44 -7.29", "1971 1 3GG78 0.00-26.86-12.66", "1971 1 3GG79 0.00-21.57-18.33", "1971 1 3GG80 0.00-19.76-31.16", "1971 1 3GG81 0.00-25.27-24.01", "1971 1 3GG82 0.00-19.48-17.67", "1971 1 3GG83 0.00-28.56-21.77", "1971 1 3GG84 0.00-17.78-15.83", "1971 1 3GG85 0.00-21.06 -5.97", "1971 1 3GG86 0.00-20.99-11.87", "1971 1 3GG87 0.00-22.14-21.84", "1971 1 3GG88 0.00-11.99 -7.91", "1971 1 3GG89 0.00-12.78-10.42", "1971 1 3GG90 0.00-16.86 -5.39", "1971 1 3GG91 0.24-17.71 -5.89", "1971 1 3GG92 0.00-18.13 -9.15", "1971 1 3GG93 0.00-18.44-11.16", "1971 1 3GG94 0.00 -8.72 -0.58", "1971 1 3GG95 0.00-16.33-11.66", "1971 1 3GG96 0.00-23.98-16.25", "1971 1 3GG97 0.00-16.74-10.71", "1971 1 3GG98 0.00-18.25-13.33", "1971 1 3GG99 0.00-21.98-20.73", "1971 1 3G100 0.00-16.49-18.91", "1971 1 3G101 0.00-18.14-13.35", "1971 1 3G102 0.00-21.92-21.30", "1971 1 3G103 0.00-24.87-17.26", "1971 1 3G104 0.00-25.17-21.08", "1971 1 3G105 0.00-24.43-19.17", "1971 1 3G106 0.00-16.21-14.39", "1971 1 3G107 0.10-29.17-19.95", "1971 1 3G108 0.00-28.58-11.97", "1971 1 3G109 0.00-26.68-19.91", "1971 1 3G110 0.00-15.17 -7.27", "1971 1 3G111 0.00-15.67 -7.13", "1971 1 3G112 0.00-16.41-10.49", "1971 1 3G113 0.00-17.01 -7.53", "1971 1 3G114 0.00-18.71-15.00", "1971 1 3G115 0.00-16.51-16.38", "1971 1 3G116 0.00-11.14-17.32", "1971 1 3G117 0.00-13.07-16.85", "1971 1 3G118 0.00-25.12-21.44", "1971 1 3G119 0.00-11.40-13.32", "1971 1 3G120 0.00-17.84-11.70", "1971 1 4GGG1 0.00-16.41-11.50", "1971 1 4GGG2 0.00-14.54-12.04", "1971 1 4GGG3 0.00-16.56-11.39", "1971 1 4GGG4 0.00-13.64-12.68", "1971 1 4GGG5 0.00-14.36 -9.21", "1971 1 4GGG6 0.00-15.84 -6.35", "1971 1 4GGG7 0.00-14.43 -7.76", "1971 1 4GGG8 0.00-14.36-13.15", "1971 1 4GGG9 0.00-16.85-11.71", "1971 1 4GG10 0.00-13.91 -7.79", "1971 1 4GG11 0.00-20.93-15.64", "1971 1 4GG12 0.00-17.45 -8.60", "1971 1 4GG13 0.00-13.19 -3.67", "1971 1 4GG14 0.00-18.00-14.84", "1971 1 4GG15 0.00-16.38-13.05", "1971 1 4GG16 0.00-10.27-14.51", "1971 1 4GG17 0.00 -8.83-10.29", "1971 1 4GG18 0.00-12.94-11.71", "1971 1 4GG19 0.00-13.54 -9.55", "1971 1 4GG20 0.00-25.36-18.19", "1971 1 4GG21 0.00 -6.97-14.26", "1971 1 4GG22 0.00 -8.44 -9.49", "1971 1 4GG23 0.00-15.45-10.71", "1971 1 4GG24 0.00-21.18-15.86", "1971 1 4GG25 0.00-11.38-10.29", "1971 1 4GG26 0.00 -7.77-11.42", "1971 1 4GG27 4.34 -7.39-12.00", "1971 1 4GG28 0.00-13.22 -9.70", "1971 1 4GG29 0.00-12.92-11.16", "1971 1 4GG30 0.00-18.76-12.76", "1971 1 4GG31 0.00-13.27 -9.22", "1971 1 4GG32 0.00-13.94 -9.26", "1971 1 4GG33 0.00 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"1971 1 8GGG7 0.00-17.87-13.26", "1971 1 8GGG8 0.00-11.25-12.14", "1971 1 8GGG9 0.00 -7.71 -7.57", "1971 1 8GG10 0.00 -5.96 -8.39", "1971 1 8GG11 0.00-12.18 -9.80", "1971 1 8GG12 0.00 -5.65-11.28", "1971 1 8GG13 0.00 -8.64-10.11", "1971 1 8GG14 0.00-16.86 -9.24", "1971 1 8GG15 0.00 -7.62 -8.22", "1971 1 8GG16 0.00 -9.12 -8.42", "1971 1 8GG17 0.00-14.96-11.73", "1971 1 8GG18 0.00 -7.98 -9.49", "1971 1 8GG19 0.00 -9.69 -8.99", "1971 1 8GG20 0.00-15.88-11.19", "1971 1 8GG21 0.00-17.05-10.89", "1971 1 8GG22 0.00-12.61 -7.54", "1971 1 8GG23 0.00-10.31 -7.41", "1971 1 8GG24 0.00-10.61-10.84", "1971 1 8GG25 0.00-14.80-10.73", "1971 1 8GG26 0.00-12.89 -6.80", "1971 1 8GG27 0.00 -8.32 -7.55", "1971 1 8GG28 0.00 -7.69 -6.08", "1971 1 8GG29 0.00-16.26-15.35", "1971 1 8GG30 0.00-11.48 -8.62", "1971 1 8GG31 0.00-14.38-14.59", "1971 1 8GG32 0.00 -8.84-10.86", "1971 1 8GG33 0.00-11.31 -8.36", "1971 1 8GG34 0.00 -9.35 -6.17", "1971 1 8GG35 0.00 -7.08 -6.07", "1971 1 8GG36 0.00 -7.35 -8.72", "1971 1 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0.00-13.11 -9.19", "1971 1 8GG68 0.00-15.68-15.12", "1971 1 8GG69 0.00-15.24-11.41", "1971 1 8GG70 0.00-17.16 -5.47", "1971 1 8GG71 0.00-12.13 -9.38", "1971 1 8GG72 0.00-24.45 -8.92", "1971 1 8GG73 0.00-13.70 -3.91", "1971 1 8GG74 0.00-11.41 -7.34", "1971 1 8GG75 0.00-15.56 -2.72", "1971 1 8GG76 0.00-10.33 -6.15", "1971 1 8GG77 0.00-12.97 -9.15", "1971 1 8GG78 0.00-15.55 -9.39", "1971 1 8GG79 0.00-15.25 -8.01", "1971 1 8GG80 0.00-31.36-15.25", "1971 1 8GG81 0.00-21.95 -9.86", "1971 1 8GG82 0.00-25.18-13.15", "1971 1 8GG83 0.00-25.33-14.15", "1971 1 8GG84 0.00-19.11 -8.27", "1971 1 8GG85 0.00-15.43 -4.79", "1971 1 8GG86 0.00 -8.33 -7.48", "1971 1 8GG87 0.00-27.52-12.52", "1971 1 8GG88 0.00-21.30 -5.22", "1971 1 8GG89 0.00-14.45-10.75", "1971 1 8GG90 0.00-15.19 -6.89", "1971 1 8GG91 0.00-15.81 -5.03", "1971 1 8GG92 0.00-14.26 -7.98", "1971 1 8GG93 0.00-13.90-11.03", "1971 1 8GG94 0.00-20.99 -9.83", "1971 1 8GG95 0.00-14.62-12.60", "1971 1 8GG96 0.00-24.63-11.72", "1971 1 8GG97 0.00-11.73-10.12", "1971 1 8GG98 0.00-18.30-13.60", "1971 1 8GG99 0.00-16.03-13.33", "1971 1 8G100 0.00-21.05-11.34", "1971 1 8G101 0.00-16.64-11.46", "1971 1 8G102 0.00-11.64-13.22", "1971 1 8G103 0.00-16.60-12.60", "1971 1 8G104 0.00-20.00 -7.75", "1971 1 8G105 0.00-15.10-10.28", "1971 1 8G106 0.00-19.21-11.95", "1971 1 8G107 0.00-15.91 -7.70", "1971 1 8G108 0.00-15.05-13.87", "1971 1 8G109 0.00-13.18 -9.58", "1971 1 8G110 0.00-17.82-11.81", "1971 1 8G111 0.00-11.29 -8.49", "1971 1 8G112 0.00-13.39-10.49", "1971 1 8G113 0.00-15.25 -9.80", "1971 1 8G114 0.10-24.97-13.28", "1971 1 8G115 0.00-17.06 -8.99", "1971 1 8G116 0.00-34.06-20.00", "1971 1 8G117 0.00-29.92-17.96", "1971 1 8G118 0.00-27.16-14.45", "1971 1 8G119 0.00-24.79-19.11", "1971 1 8G120 0.15-24.52-17.37", "1971 1 9GGG1 0.00-20.49-13.47", "1971 1 9GGG2 0.00-17.73-10.87", "1971 1 9GGG3 0.00-18.44-16.84", "1971 1 9GGG4 0.00-18.16-14.79", "1971 1 9GGG5 0.00-24.01-15.93", "1971 1 9GGG6 0.00-18.21-12.37", "1971 1 9GGG7 0.00-17.94-19.30", "1971 1 9GGG8 0.00-18.51-14.07", "1971 1 9GGG9 0.00-13.71-17.01", "1971 1 9GG10 0.10-15.29-15.46", "1971 1 9GG11 0.00-18.69-15.79", "1971 1 9GG12 0.00-14.34-17.41", "1971 1 9GG13 0.00-13.55-17.04", "1971 1 9GG14 0.00-22.77-15.57", "1971 1 9GG15 0.00-13.70-18.17", "1971 1 9GG16 0.00-13.00-11.75", "1971 1 9GG17 0.00-18.82-11.74", "1971 1 9GG18 0.00-14.45-16.14", "1971 1 9GG19 0.00 -9.43-16.56", "1971 1 9GG20 0.00-22.20-12.81", "1971 1 9GG21 0.00-17.16-10.77", "1971 1 9GG22 0.00-18.45-12.22", "1971 1 9GG23 0.00-11.15-17.75", "1971 1 9GG24 0.00-18.59 -8.48", "1971 1 9GG25 0.00-23.86-16.04", "1971 1 9GG26 0.00-16.40-12.21", "1971 1 9GG27 0.00-19.89-13.52", "1971 1 9GG28 0.24-12.90-13.83", "1971 1 9GG29 0.00-22.99-16.61", "1971 1 9GG30 0.00-14.12 -9.60", "1971 1 9GG31 0.00-22.84-16.52", "1971 1 9GG32 0.00-17.42-11.11", "1971 1 9GG33 0.00-18.01-15.11", "1971 1 9GG34 0.00-14.37-15.03", "1971 1 9GG35 0.00-15.25-19.38", "1971 1 9GG36 0.00-12.19 -9.92", "1971 1 9GG37 0.00-19.20-17.27", "1971 1 9GG38 0.00-32.65-12.48", "1971 1 9GG39 0.00-24.11-16.09", "1971 1 9GG40 0.00-23.44-22.70" )) Here is a code for processing a thousand of these kind of files: #==================================================================================================================lst1Sub <- data_above lst2 <- lapply(lst1Sub,function(x) {dateSite <- gsub("(.*G.{3}).*","\\1",x); ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? dat1 <- data.frame(Year=as.numeric(substr(dateSite,1,4)), Month=as.numeric(substr(dateSite,5,6)),Day=as.numeric(substr(dateSite,7,8)),Site=substr(dateSite,9,12),stringsAsFactors=FALSE); ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims <- str_trim(gsub(".*G.{3}\\s?(.*)","\\1",x));Sims[grep("\\d+-",Sims)] <- gsub("(.*)([- ][0-9]+\\.[0-9]+)","\\1 \\2",gsub("^([0-9]+\\.[0-9]+)(.*)","\\1 \\2", Sims[grep("\\d+-",Sims)])); ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims1 <- read.table(text=Sims,header=FALSE); names(Sims1) <- c("Precipitation", "Tmin", "Tmax");dat2 <- cbind(dat1,Sims1)}) #======================================================================================================================== 1) Please use this code to free up memory considering that I am working on 1000 files, so I am in for speed. 2) Is there a faster way of doing the same task as above? My data files are simulated in FORTRAN and read as: data.frame(Day=as.numeric(substr(rain.data,7,8)), ? ? ? ? ? ? ? ? ? ? ? ? ?Month=as.numeric(substr(rain.data,5,6)), ? ? ? ? ? ? ? ? ? ? ? ? ?Year=as.numeric(substr(rain.data,1,4)), ? ? ? ? ? ? ? ? ? ? ? ? ?Site=substr(rain.data,9,12), ? ? ? ? ? ? ? ? ? ? ? ? Precip=as.numeric(substr(rain.data,13,18)), ? ? ? ? ? ? ? ? ? ? ? ? Tmin=as.numeric(substr(rain.data,19,24)), ? ? ? ? ? ? ? ? ? ? ? ? Tmax=as.numeric(substr(rain.data,25,30))) #### Day occupies position 7 and 8, Month occupies position 5 and 6, Year occupies position 1 to 4 and so on for site, precip, ####tmin and tmax Thanks for your great help. Zilefac.
>>>>> Zilefac Elvis <zilefacelvis at yahoo.com> >>>>> on Mon, 12 May 2014 15:01:49 -0700 writes:> Hi, > I will like to free up memory in R and make my program execute faster. At the moment, MY PROGRAM IS VERY SLOW probably due to memory issues. Here is sample data (Rcode is found at the end) from one simulation(I have 1000 such files to process):? > list(c("1971 1 1GGG1 0.00 -3.68 -0.29", "1971 1 1GGG2 0.00 -8.31 0.81", > "1971 1 1GGG3 0.00-10.69 5.69", "1971 1 1GGG4 1.78 -6.96 -2.20", > "1971 1 1GGG5 2.64 -9.48 9.20", "1971 1 1GGG6 0.00 -9.74 3.73", > "1971 1 1GGG7 0.00 -8.49 3.58", "1971 1 1GGG8 0.00 -2.78 -2.92", > "1971 1 1GGG9 0.00 -9.30 0.63", "1971 1 1GG10 4.87 -5.59 3.11", > "1971 1 1GG11 0.10-12.04 10.80", "1971 1 1GG12 0.00 -5.24 -0.43", > "1971 1 1GG13 0.00 -8.82 2.88", "1971 1 1GG14 0.00-11.10 14.50", > "1971 1 1GG15 0.00 -5.54 10.12", "1971 1 1GG16 0.00 -4.54 10.48", > "1971 1 1GG17 0.00 1.68 17.28", "1971 1 1GG18 0.00 -5.79 6.64", > "1971 1 1GG19 0.00 -5.27 14.29", "1971 1 1GG20 0.00 -8.93 9.60", > "1971 1 1GG21 5.29 1.30 15.62", "1971 1 1GG22 0.00 -2.50 19.20", > "1971 1 1GG23 0.00 -7.04 15.73", "1971 1 1GG24 0.00 -8.53 11.60", > "1971 1 1GG25 0.00 -0.82 10.33", "1971 1 1GG26 0.00 -6.28 21.58", [.............] > )) > Here is a code for processing a thousand of these kind of files: > #================================================================================================================== > lst1Sub <- data_above > lst2 <- lapply(lst1Sub,function(x) {dateSite <- gsub("(.*G.{3}).*","\\1",x); > ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? dat1 <- data.frame(Year=as.numeric(substr(dateSite,1,4)), Month=as.numeric(substr(dateSite,5,6)),Day=as.numeric(substr(dateSite,7,8)),Site=substr(dateSite,9,12),stringsAsFactors=FALSE); > ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims <- str_trim(gsub(".*G.{3}\\s?(.*)","\\1",x));Sims[grep("\\d+-",Sims)] <- gsub("(.*)([- ][0-9]+\\.[0-9]+)","\\1 \\2",gsub("^([0-9]+\\.[0-9]+)(.*)","\\1 \\2", Sims[grep("\\d+-",Sims)])); > ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims1 <- read.table(text=Sims,header=FALSE); names(Sims1) <- c("Precipitation", "Tmin", "Tmax");dat2 <- cbind(dat1,Sims1)}) > #======================================================================================================================== > 1) Please use this code to free up memory considering that I am working on 1000 files, so I am in for speed. > 2) Is there a faster way of doing the same task as above? My data files are simulated in FORTRAN and read as: > data.frame(Day=as.numeric(substr(rain.data,7,8)), > ? ? ? ? ? ? ? ? ? ? ? ? ?Month=as.numeric(substr(rain.data,5,6)), > ? ? ? ? ? ? ? ? ? ? ? ? ?Year=as.numeric(substr(rain.data,1,4)), > ? ? ? ? ? ? ? ? ? ? ? ? ?Site=substr(rain.data,9,12), > ? ? ? ? ? ? ? ? ? ? ? ? Precip=as.numeric(substr(rain.data,13,18)), > ? ? ? ? ? ? ? ? ? ? ? ? Tmin=as.numeric(substr(rain.data,19,24)), > ? ? ? ? ? ? ? ? ? ? ? ? Tmax=as.numeric(substr(rain.data,25,30))) > #### Day occupies position 7 and 8, Month occupies position 5 and 6, Year occupies position 1 to 4 and so on for site, precip, ####tmin and tmax Given that your data file has things "at position <n>", I think you should use read.fwf() instead of read.table() and then you might not need all the string manipulations you do above. Martin > Thanks for your great help. > Zilefac.
Perhaps ?read.fwf might help --------------------------------------------------------------------------- Jeff Newmiller The ..... ..... Go Live... DCN:<jdnewmil at dcn.davis.ca.us> Basics: ##.#. ##.#. Live Go... Live: OO#.. Dead: OO#.. Playing Research Engineer (Solar/Batteries O.O#. #.O#. with /Software/Embedded Controllers) .OO#. .OO#. rocks...1k --------------------------------------------------------------------------- Sent from my phone. Please excuse my brevity. On May 12, 2014 3:01:49 PM PDT, Zilefac Elvis <zilefacelvis at yahoo.com> wrote:>Hi, >I will like to free up memory in R and make my program execute faster. >At the moment, MY PROGRAM IS VERY SLOW probably due to memory issues. >Here is sample data (Rcode is found at the end) from one simulation(I >have 1000 such files to process):? > > > >list(c("1971 1 1GGG1 0.00 -3.68 -0.29", "1971 1 1GGG2 0.00 -8.31 >0.81", >"1971 1 1GGG3 0.00-10.69 5.69", "1971 1 1GGG4 1.78 -6.96 -2.20", >"1971 1 1GGG5 2.64 -9.48 9.20", "1971 1 1GGG6 0.00 -9.74 3.73", >"1971 1 1GGG7 0.00 -8.49 3.58", "1971 1 1GGG8 0.00 -2.78 -2.92", >"1971 1 1GGG9 0.00 -9.30 0.63", "1971 1 1GG10 4.87 -5.59 3.11", >"1971 1 1GG11 0.10-12.04 10.80", "1971 1 1GG12 0.00 -5.24 -0.43", >"1971 1 1GG13 0.00 -8.82 2.88", "1971 1 1GG14 0.00-11.10 14.50", >"1971 1 1GG15 0.00 -5.54 10.12", "1971 1 1GG16 0.00 -4.54 10.48", >"1971 1 1GG17 0.00 1.68 17.28", "1971 1 1GG18 0.00 -5.79 6.64", >"1971 1 1GG19 0.00 -5.27 14.29", "1971 1 1GG20 0.00 -8.93 9.60", >"1971 1 1GG21 5.29 1.30 15.62", "1971 1 1GG22 0.00 -2.50 19.20", >"1971 1 1GG23 0.00 -7.04 15.73", "1971 1 1GG24 0.00 -8.53 11.60", >"1971 1 1GG25 0.00 -0.82 10.33", "1971 1 1GG26 0.00 -6.28 21.58", >"1971 1 1GG27 0.00 -4.73 20.56", "1971 1 1GG28 9.15 -4.38 11.70", >"1971 1 1GG29 0.00 2.91 6.94", "1971 1 1GG30 0.00 -7.27 -4.96", >"1971 1 1GG31 0.00 2.27 8.05", "1971 1 1GG32 0.00 -3.56 0.66", >"1971 1 1GG33 0.00 -0.75 5.10", "1971 1 1GG34 1.81 2.82 -1.50", >"1971 1 1GG35 0.00 -9.33 -5.15", "1971 1 1GG36 0.45 -0.41 1.59", >"1971 1 1GG37 0.00 0.54 3.06", "1971 1 1GG38 0.00 1.85 0.87", >"1971 1 1GG39 0.00 0.41 -5.11", "1971 1 1GG40 3.38 -8.04-10.43", >"1971 1 1GG41 0.00 -7.00 3.22", "1971 1 1GG42 0.00 1.44 0.52", >"1971 1 1GG43 0.00 -5.16 -4.01", "1971 1 1GG44 0.00 -0.73 -4.24", >"1971 1 1GG45 8.63 -9.15 1.35", "1971 1 1GG46 0.00-10.04 6.62", >"1971 1 1GG47 0.00 -9.67 8.25", "1971 1 1GG48 0.00-11.63 2.14", >"1971 1 1GG49 0.00-10.33 6.68", "1971 1 1GG50 0.00-12.78 3.26", >"1971 1 1GG51 9.71 -9.00 4.21", "1971 1 1GG52 2.87-11.94 6.01", >"1971 1 1GG53 0.00-13.34 4.57", "1971 1 1GG54 0.71-12.14 9.01", >"1971 1 1GG55 2.15 -9.84 1.37", "1971 1 1GG56 0.00-10.11 10.45", >"1971 1 1GG57 0.00-10.06 0.97", "1971 1 1GG58 0.00-13.06 6.45", >"1971 1 1GG59 0.00-13.17 4.48", "1971 1 1GG60 0.00-11.05 6.79", >"1971 1 1GG61 0.00-11.11 1.11", "1971 1 1GG62 0.00 -8.17 10.90", >"1971 1 1GG63 0.00-10.98 2.10", "1971 1 1GG64 0.00-12.82 6.07", >"1971 1 1GG65 0.00 -8.65 4.32", "1971 1 1GG66 0.00-11.13 3.06", >"1971 1 1GG67 0.00 -9.84 1.38", "1971 1 1GG68 1.48-13.17 -4.12", >"1971 1 1GG69 0.00-10.64 6.51", "1971 1 1GG70 0.00-12.74 1.47", >"1971 1 1GG71 0.00-12.14 9.21", "1971 1 1GG72 0.00-13.07 6.01", >"1971 1 1GG73 0.00-11.02 3.18", "1971 1 1GG74 0.00-13.81 3.39", >"1971 1 1GG75 0.00-11.53 3.23", "1971 1 1GG76 0.00-11.74 0.52", >"1971 1 1GG77 0.00 -9.95 -1.56", "1971 1 1GG78 0.00-12.34 -4.90", >"1971 1 1GG79 0.44-12.93 -3.38", "1971 1 1GG80 0.00 -7.25 1.21", >"1971 1 1GG81 0.00 -6.69 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9GG16 0.00-13.00-11.75", >"1971 1 9GG17 0.00-18.82-11.74", "1971 1 9GG18 0.00-14.45-16.14", >"1971 1 9GG19 0.00 -9.43-16.56", "1971 1 9GG20 0.00-22.20-12.81", >"1971 1 9GG21 0.00-17.16-10.77", "1971 1 9GG22 0.00-18.45-12.22", >"1971 1 9GG23 0.00-11.15-17.75", "1971 1 9GG24 0.00-18.59 -8.48", >"1971 1 9GG25 0.00-23.86-16.04", "1971 1 9GG26 0.00-16.40-12.21", >"1971 1 9GG27 0.00-19.89-13.52", "1971 1 9GG28 0.24-12.90-13.83", >"1971 1 9GG29 0.00-22.99-16.61", "1971 1 9GG30 0.00-14.12 -9.60", >"1971 1 9GG31 0.00-22.84-16.52", "1971 1 9GG32 0.00-17.42-11.11", >"1971 1 9GG33 0.00-18.01-15.11", "1971 1 9GG34 0.00-14.37-15.03", >"1971 1 9GG35 0.00-15.25-19.38", "1971 1 9GG36 0.00-12.19 -9.92", >"1971 1 9GG37 0.00-19.20-17.27", "1971 1 9GG38 0.00-32.65-12.48", >"1971 1 9GG39 0.00-24.11-16.09", "1971 1 9GG40 0.00-23.44-22.70" >)) > > > >Here is a code for processing a thousand of these kind of files: >#==================================================================================================================>lst1Sub <- data_above > >lst2 <- lapply(lst1Sub,function(x) {dateSite <- >gsub("(.*G.{3}).*","\\1",x); >? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? dat1 <- >data.frame(Year=as.numeric(substr(dateSite,1,4)), >Month=as.numeric(substr(dateSite,5,6)),Day=as.numeric(substr(dateSite,7,8)),Site=substr(dateSite,9,12),stringsAsFactors=FALSE); > >? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims <- >str_trim(gsub(".*G.{3}\\s?(.*)","\\1",x));Sims[grep("\\d+-",Sims)] <- >gsub("(.*)([- ][0-9]+\\.[0-9]+)","\\1 >\\2",gsub("^([0-9]+\\.[0-9]+)(.*)","\\1 \\2", >Sims[grep("\\d+-",Sims)])); >? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? Sims1 <- >read.table(text=Sims,header=FALSE); names(Sims1) <- c("Precipitation", >"Tmin", "Tmax");dat2 <- cbind(dat1,Sims1)}) >#========================================================================================================================> >1) Please use this code to free up memory considering that I am working >on 1000 files, so I am in for speed. >2) Is there a faster way of doing the same task as above? My data files >are simulated in FORTRAN and read as: > >data.frame(Day=as.numeric(substr(rain.data,7,8)), >? ? ? ? ? ? ? ? ? ? ? ? ?Month=as.numeric(substr(rain.data,5,6)), >? ? ? ? ? ? ? ? ? ? ? ? ?Year=as.numeric(substr(rain.data,1,4)), >? ? ? ? ? ? ? ? ? ? ? ? ?Site=substr(rain.data,9,12), >? ? ? ? ? ? ? ? ? ? ? ? Precip=as.numeric(substr(rain.data,13,18)), >? ? ? ? ? ? ? ? ? ? ? ? Tmin=as.numeric(substr(rain.data,19,24)), >? ? ? ? ? ? ? ? ? ? ? ? Tmax=as.numeric(substr(rain.data,25,30))) >#### Day occupies position 7 and 8, Month occupies position 5 and 6, >Year occupies position 1 to 4 and so on for site, precip, ####tmin and >tmax > >Thanks for your great help. >Zilefac. > >______________________________________________ >R-help at r-project.org mailing list >https://stat.ethz.ch/mailman/listinfo/r-help >PLEASE do read the posting guide >http://www.R-project.org/posting-guide.html >and provide commented, minimal, self-contained, reproducible code.