Forecasting
Learn how to apply forecasting in ML.NET.
We'll cover the following...
Forecasting involves predicting future values or trends based on historical data patterns. This task is commonly used in various domains, such as sales forecasting, stock market prediction, demand forecasting, weather forecasting, and more. The following figure summarizes the forecasting process:
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Forecasting illustrated
Once the model is trained, it can be used for forecasting future values. The model takes in new input data representing future time points and generates predictions based on the learned patterns. The ultimate goal of a forecasting ML task is to generate reliable predictions that support decision-making and planning in various domains.
Building a forecasting model
In the following playground, we have a dataset that represents electricity prices over time. It has some additional information, such as the day of the week, whether it’s a public holiday or not, etc.
DateTime,Holiday,HolidayFlag,DayOfWeek,WeekOfYear,Day,Month,Year,PeriodOfDay,ForecastWindProduction,SystemLoadEA,SMPEA,ORKTemperature,ORKWindspeed,CO2Intensity,ActualWindProduction,SystemLoadEP2,SMPEP2 "01/11/2011 00:00","None",0,1,44,1,11,2011,0,315.31,3388.77,49.26,6.00,9.30,600.71,356.00,3159.60,54.32 "01/11/2011 00:30","None",0,1,44,1,11,2011,1,321.80,3196.66,49.26,6.00,11.10,605.42,317.00,2973.01,54.23 "01/11/2011 01:00","None",0,1,44,1,11,2011,2,328.57,3060.71,49.10,5.00,11.10,589.97,311.00,2834.00,54.23 "01/11/2011 01:30","None",0,1,44,1,11,2011,3,335.60,2945.56,48.04,6.00,9.30,585.94,313.00,2725.99,53.47 "01/11/2011 02:00","None",0,1,44,1,11,2011,4,342.90,2849.34,33.75,6.00,11.10,571.52,346.00,2655.64,39.87 "01/11/2011 02:30","None",0,1,44,1,11,2011,5,342.97,2810.01,33.75,5.00,11.10,562.61,342.00,2585.99,39.87 "01/11/2011 03:00","None",0,1,44,1,11,2011,6,343.18,2780.52,33.75,5.00,7.40,545.81,336.00,2561.70,39.87 "01/11/2011 03:30","None",0,1,44,1,11,2011,7,343.46,2762.67,33.75,5.00,9.30,539.38,338.00,2544.33,39.87 "01/11/2011 04:00","None",0,1,44,1,11,2011,8,343.88,2766.63,33.75,4.00,11.10,538.70,347.00,2549.02,39.87 "01/11/2011 04:30","None",0,1,44,1,11,2011,9,344.39,2786.80,33.75,4.00,7.40,540.39,338.00,2547.15,39.87 "01/11/2011 05:00","None",0,1,44,1,11,2011,10,345.02,2817.59,33.75,4.00,7.40,532.30,372.00,2584.58,39.87 "01/11/2011 05:30","None",0,1,44,1,11,2011,11,342.23,2895.62,47.42,5.00,5.60,547.57,361.00,2641.37,39.87 "01/11/2011 06:00","None",0,1,44,1,11,2011,12,339.22,3039.67,44.31,5.00,3.70,556.14,383.00,2842.19,51.45 "01/11/2011 06:30","None",0,1,44,1,11,2011,13,335.39,3325.10,45.14,5.00,3.70,590.34,358.00,3082.97,51.45 "01/11/2011 07:00","None",0,1,44,1,11,2011,14,330.95,3661.02,46.25,4.00,9.30,596.22,402.00,3372.55,52.82 "01/11/2011 07:30","None",0,1,44,1,11,2011,15,325.93,4030.00,52.84,5.00,3.70,581.52,368.00,3572.64,53.65 "01/11/2011 08:00","None",0,1,44,1,11,2011,16,320.91,4306.54,59.44,5.00,5.60,577.27,361.00,3852.42,54.21 "01/11/2011 08:30","None",0,1,44,1,11,2011,17,365.15,4438.05,62.15,6.00,5.60,568.76,340.00,4116.03,58.33 "01/11/2011 09:00","None",0,1,44,1,11,2011,18,410.55,4585.84,61.81,8.00,7.40,560.79,358.00,4345.42,58.33 "01/11/2011 09:30","None",0,1,44,1,11,2011,19,458.56,4723.93,61.88,9.00,7.40,542.80,339.00,4427.29,58.33 "01/11/2011 10:00","None",0,1,44,1,11,2011,20,513.17,4793.60,61.46,?,?,535.37,324.00,4460.41,58.33 "01/11/2011 10:30","None",0,1,44,1,11,2011,21,573.36,4829.44,61.28,11.00,13.00,532.52,335.00,4493.22,58.27 "01/11/2011 11:00","None",0,1,44,1,11,2011,22,636.75,4888.29,61.63,11.00,22.20,534.34,372.00,4513.02,58.26 "01/11/2011 11:30","None",0,1,44,1,11,2011,23,683.59,4936.25,62.12,11.00,18.50,530.08,415.00,4490.71,58.26 "01/11/2011 12:00","None",0,1,44,1,11,2011,24,731.07,4995.51,62.83,11.00,22.20,517.55,513.00,4493.73,58.26 "01/11/2011 12:30","None",0,1,44,1,11,2011,25,780.23,5044.68,60.20,11.00,20.40,506.83,623.00,4481.31,58.15 "01/11/2011 13:00","None",0,1,44,1,11,2011,26,828.09,5018.80,56.25,12.00,20.40,513.98,683.00,4408.46,54.74 "01/11/2011 13:30","None",0,1,44,1,11,2011,27,873.81,4916.93,56.25,11.00,24.10,518.96,711.00,4341.14,54.74 "01/11/2011 14:00","None",0,1,44,1,11,2011,28,920.69,4933.87,56.25,12.00,22.20,525.69,761.00,4338.35,54.14 "01/11/2011 14:30","None",0,1,44,1,11,2011,29,985.09,4978.87,56.25,11.00,25.90,528.47,750.00,4294.17,53.63 "01/11/2011 15:00","None",0,1,44,1,11,2011,30,1044.37,5013.10,56.25,11.00,22.20,528.17,758.00,4318.87,53.63 "01/11/2011 15:30","None",0,1,44,1,11,2011,31,1098.97,5061.10,56.25,11.00,24.10,513.22,805.00,4375.62,53.63 "01/11/2011 16:00","None",0,1,44,1,11,2011,32,1148.24,5137.37,56.25,11.00,27.80,509.16,782.00,4469.73,54.74 "01/11/2011 16:30","None",0,1,44,1,11,2011,33,1191.70,5325.37,56.25,11.00,27.80,495.57,861.00,4720.21,58.15 "01/11/2011 17:00","None",0,1,44,1,11,2011,34,1229.56,5628.84,160.62,11.00,31.50,479.82,1014.00,5179.06,130.38 "01/11/2011 17:30","None",0,1,44,1,11,2011,35,1281.93,5887.54,247.04,11.00,29.60,460.51,1065.00,5372.97,189.73 "01/11/2011 18:00","None",0,1,44,1,11,2011,36,1328.42,5871.14,196.43,11.00,33.30,450.42,1138.00,5246.99,130.38 "01/11/2011 18:30","None",0,1,44,1,11,2011,37,1370.76,5727.71,61.89,11.00,35.20,460.87,1191.00,5051.17,58.26 "01/11/2011 19:00","None",0,1,44,1,11,2011,38,1407.50,5532.86,56.25,12.00,35.20,463.02,1230.00,4882.23,58.26 "01/11/2011 19:30","None",0,1,44,1,11,2011,39,1438.24,5401.07,56.25,12.00,37.00,457.03,1279.00,4676.06,54.14 "01/11/2011 20:00","None",0,1,44,1,11,2011,40,1464.71,5182.14,49.66,12.00,37.00,457.09,1278.00,4520.71,54.74 "01/11/2011 20:30","None",0,1,44,1,11,2011,41,1480.69,5004.20,49.66,12.00,38.90,462.62,1247.00,4403.16,54.74 "01/11/2011 21:00","None",0,1,44,1,11,2011,42,1494.24,4876.12,46.25,12.00,38.90,445.23,1250.00,4225.18,53.63 "01/11/2011 21:30","None",0,1,44,1,11,2011,43,1505.40,4622.80,46.25,12.00,42.60,463.86,1246.00,4000.62,54.74 "01/11/2011 22:00","None",0,1,44,1,11,2011,44,1514.68,4417.01,46.25,12.00,44.40,457.84,1281.00,3757.52,53.00 "01/11/2011 22:30","None",0,1,44,1,11,2011,45,1522.58,4174.11,45.14,12.00,51.90,409.03,1325.00,3536.95,53.00 "01/11/2011 23:00","None",0,1,44,1,11,2011,46,1293.30,3974.23,45.14,12.00,48.20,381.35,1391.00,3425.87,51.61 "01/11/2011 23:30","None",0,1,44,1,11,2011,47,1300.10,3844.51,44.90,12.00,48.20,374.14,1374.00,3192.47,51.61 "02/11/2011 00:00","None",0,2,44,2,11,2011,0,1305.10,3591.85,44.47,12.00,46.30,357.17,1357.00,2936.40,51.45 "02/11/2011 00:30","None",0,2,44,2,11,2011,1,1307.60,3366.83,44.47,12.00,48.20,341.24,1264.00,2757.26,36.53 "02/11/2011 01:00","None",0,2,44,2,11,2011,2,1309.90,3197.92,44.31,12.00,48.20,354.87,1116.00,2645.58,36.53 "02/11/2011 01:30","None",0,2,44,2,11,2011,3,1310.80,3091.68,30.87,12.00,50.00,371.32,998.00,2546.50,36.53 "02/11/2011 02:00","None",0,2,44,2,11,2011,4,1311.20,2978.13,30.87,12.00,42.60,387.30,886.00,2465.26,5.66 "02/11/2011 02:30","None",0,2,44,2,11,2011,5,1308.90,2928.29,30.87,12.00,50.00,400.07,816.00,2419.12,5.66 "02/11/2011 03:00","None",0,2,44,2,11,2011,6,1306.00,2864.87,30.87,12.00,50.00,411.80,747.00,2416.97,5.66 "02/11/2011 03:30","None",0,2,44,2,11,2011,7,1301.40,2837.06,30.87,12.00,44.40,417.81,751.00,2419.49,5.66 "02/11/2011 04:00","None",0,2,44,2,11,2011,8,1298.00,2826.59,30.87,12.00,50.00,416.04,765.00,2431.44,5.66 "02/11/2011 04:30","None",0,2,44,2,11,2011,9,1294.80,2823.85,30.87,12.00,48.20,418.83,735.00,2425.62,5.66 "02/11/2011 05:00","None",0,2,44,2,11,2011,10,1292.30,2878.57,30.87,12.00,50.00,419.19,751.00,2476.72,36.53 "02/11/2011 05:30","None",0,2,44,2,11,2011,11,1290.10,2947.63,30.87,12.00,51.90,425.83,709.00,2515.88,36.53 "02/11/2011 06:00","None",0,2,44,2,11,2011,12,1289.60,3118.35,29.96,12.00,51.90,413.33,760.00,2658.52,29.95 "02/11/2011 06:30","None",0,2,44,2,11,2011,13,1289.60,3403.57,44.31,12.00,50.00,380.44,934.00,2883.79,42.80 "02/11/2011 07:00","None",0,2,44,2,11,2011,14,1287.30,3827.88,46.58,12.00,53.70,375.18,1078.00,3251.61,44.30 "02/11/2011 07:30","None",0,2,44,2,11,2011,15,1286.00,4271.47,52.59,12.00,55.60,404.33,1143.00,3454.44,44.30 "02/11/2011 08:00","None",0,2,44,2,11,2011,16,1284.10,4515.13,55.61,12.00,51.90,425.09,1150.00,3713.34,50.60 "02/11/2011 08:30","None",0,2,44,2,11,2011,17,1282.70,4615.31,55.04,12.00,48.20,431.74,1251.00,3920.53,48.80 "02/11/2011 09:00","None",0,2,44,2,11,2011,18,1281.00,4707.88,55.04,13.00,50.00,456.66,1293.00,4132.04,50.65 "02/11/2011 09:30","None",0,2,44,2,11,2011,19,1280.20,4820.55,55.57,?,?,463.72,1294.00,4213.87,53.28 "02/11/2011 10:00","None",0,2,44,2,11,2011,20,1279.60,4858.55,55.57,13.00,53.70,468.93,1259.00,4259.69,53.90 "02/11/2011 10:30","None",0,2,44,2,11,2011,21,1278.20,4885.14,55.57,?,?,466.15,1317.00,4323.18,54.36 "02/11/2011 11:00","None",0,2,44,2,11,2011,22,1276.70,4916.00,55.53,12.00,51.90,465.39,1316.00,4393.66,55.74 "02/11/2011 11:30","None",0,2,44,2,11,2011,23,1274.70,4926.02,56.04,13.00,51.90,468.40,1304.00,4423.09,56.76 "02/11/2011 12:00","None",0,2,44,2,11,2011,24,1272.20,4979.75,68.62,13.00,48.20,459.46,1326.00,4488.02,57.54 "02/11/2011 12:30","None",0,2,44,2,11,2011,25,1268.70,5021.31,68.61,13.00,44.40,455.10,1364.00,4520.37,58.18 "02/11/2011 13:00","None",0,2,44,2,11,2011,26,1265.90,5012.99,68.61,13.00,44.40,455.02,1356.00,4465.23,56.39 "02/11/2011 13:30","None",0,2,44,2,11,2011,27,1263.80,4940.50,68.60,13.00,48.20,453.15,1373.00,4396.55,54.81 "02/11/2011 14:00","None",0,2,44,2,11,2011,28,1264.00,4950.29,68.60,12.00,44.40,457.66,1353.00,4431.86,55.09 "02/11/2011 14:30","None",0,2,44,2,11,2011,29,1268.30,4981.91,68.60,13.00,50.00,459.48,1340.00,4454.54,56.72 "02/11/2011 15:00","None",0,2,44,2,11,2011,30,1267.60,5000.96,68.60,12.00,51.90,453.33,1323.00,4492.34,57.68 "02/11/2011 15:30","None",0,2,44,2,11,2011,31,1251.70,5018.97,68.59,13.00,46.30,448.18,1322.00,4549.44,57.99 "02/11/2011 16:00","None",0,2,44,2,11,2011,32,1235.10,5156.49,78.20,13.00,50.00,433.72,1398.00,4659.24,69.95 "02/11/2011 16:30","None",0,2,44,2,11,2011,33,1216.90,5455.41,82.02,13.00,46.30,439.11,1378.00,4924.02,76.57 "02/11/2011 17:00","None",0,2,44,2,11,2011,34,1391.81,5695.26,108.59,13.00,42.60,441.09,1394.00,5216.66,245.87 "02/11/2011 17:30","None",0,2,44,2,11,2011,35,1390.12,5971.94,156.78,13.00,37.00,430.96,1389.00,5312.16,251.01 "02/11/2011 18:00","None",0,2,44,2,11,2011,36,1387.98,5946.36,156.78,13.00,42.60,429.17,1412.00,5205.09,94.55 "02/11/2011 18:30","None",0,2,44,2,11,2011,37,1385.12,5771.51,128.16,13.00,40.70,440.82,1377.00,5052.31,86.17 "02/11/2011 19:00","None",0,2,44,2,11,2011,38,1381.62,5580.80,103.81,13.00,42.60,439.20,1367.00,4930.86,76.24 "02/11/2011 19:30","None",0,2,44,2,11,2011,39,1377.47,5446.87,74.99,13.00,42.60,439.45,1338.00,4788.65,72.92 "02/11/2011 20:00","None",0,2,44,2,11,2011,40,1372.65,5228.61,71.42,13.00,40.70,436.44,1328.00,4621.20,58.61 "02/11/2011 20:30","None",0,2,44,2,11,2011,41,1359.83,5073.67,58.33,13.00,38.90,426.10,1340.00,4499.07,55.93 "02/11/2011 21:00","None",0,2,44,2,11,2011,42,1345.88,4958.04,58.33,13.00,38.90,410.56,1356.00,4345.07,53.60 "02/11/2011 21:30","None",0,2,44,2,11,2011,43,1330.42,4741.71,55.51,12.00,33.30,396.23,1342.00,4178.42,50.33 "02/11/2011 22:00","None",0,2,44,2,11,2011,44,1313.28,4528.98,54.93,12.00,29.60,404.72,1351.00,3964.79,48.80 "02/11/2011 22:30","None",0,2,44,2,11,2011,45,1294.48,4236.24,54.65,12.00,29.60,405.89,1315.00,3751.52,48.36 "02/11/2011 23:00","None",0,2,44,2,11,2011,46,1273.91,4100.56,54.93,12.00,33.30,395.18,1310.00,3664.19,48.36 "02/11/2011 23:30","None",0,2,44,2,11,2011,47,1245.68,3957.31,54.65,12.00,33.30,385.27,1270.00,3465.06,48.36 "03/11/2011 00:00","None",0,3,44,3,11,2011,0,1214.47,3645.55,54.21,12.00,35.20,373.89,1252.00,3235.88,47.38 "03/11/2011 00:30","None",0,3,44,3,11,2011,1,1178.77,3418.87,51.89,12.00,29.60,320.85,1258.00,3058.27,45.39 "03/11/2011 01:00","None",0,3,44,3,11,2011,2,1140.00,3251.74,51.89,12.00,29.60,321.07,1213.00,2922.82,32.54 "03/11/2011 01:30","None",0,3,44,3,11,2011,3,1099.41,3121.69,35.97,12.00,31.50,327.85,1125.00,2804.93,32.54 "03/11/2011 02:00","None",0,3,44,3,11,2011,4,1056.13,3017.30,35.97,12.00,31.50,338.08,1019.00,2710.30,32.54 "03/11/2011 02:30","None",0,3,44,3,11,2011,5,1026.64,2934.20,6.02,12.00,33.30,343.44,953.00,2607.19,32.54 "03/11/2011 03:00","None",0,3,44,3,11,2011,6,996.46,2876.74,6.02,12.00,29.60,358.24,840.00,2552.84,32.54 "03/11/2011 03:30","None",0,3,44,3,11,2011,7,965.93,2864.73,6.02,12.00,33.30,358.43,841.00,2534.70,32.54 "03/11/2011 04:00","None",0,3,44,3,11,2011,8,935.27,2877.09,6.02,12.00,25.90,363.80,804.00,2515.52,32.54 "03/11/2011 04:30","None",0,3,44,3,11,2011,9,904.77,2851.49,6.02,12.00,29.60,376.80,796.00,2482.96,32.54 "03/11/2011 05:00","None",0,3,44,3,11,2011,10,874.68,2864.50,6.02,12.00,25.90,362.45,782.00,2531.99,32.54 "03/11/2011 05:30","None",0,3,44,3,11,2011,11,860.08,2932.35,35.97,12.00,29.60,376.01,773.00,2586.35,32.54 "03/11/2011 06:00","None",0,3,44,3,11,2011,12,845.42,3059.59,0.01,12.00,24.10,384.50,822.00,2791.72,42.73 "03/11/2011 06:30","None",0,3,44,3,11,2011,13,830.81,3340.51,40.35,12.00,24.10,394.32,954.00,3042.61,42.73 "03/11/2011 07:00","None",0,3,44,3,11,2011,14,816.31,3771.01,41.64,12.00,29.60,439.47,904.00,3406.09,42.73 "03/11/2011 07:30","None",0,3,44,3,11,2011,15,801.78,4259.64,43.27,12.00,24.10,456.14,884.00,3610.50,43.26 "03/11/2011 08:00","None",0,3,44,3,11,2011,16,787.11,4472.60,50.35,12.00,29.60,465.72,884.00,3885.40,51.88 "03/11/2011 08:30","None",0,3,44,3,11,2011,17,799.67,4581.52,45.38,12.00,27.80,492.00,798.00,4083.36,45.37 "03/11/2011 09:00","None",0,3,44,3,11,2011,18,812.04,4671.49,45.38,12.00,24.10,505.10,796.00,4253.60,45.37 "03/11/2011 09:30","None",0,3,44,3,11,2011,19,824.04,4770.76,50.38,12.00,25.90,499.26,872.00,4355.21,45.37 "03/11/2011 10:00","None",0,3,44,3,11,2011,20,835.18,4790.93,52.99,12.00,24.10,497.63,864.00,4403.21,45.37 "03/11/2011 10:30","None",0,3,44,3,11,2011,21,847.35,4818.24,52.99,12.00,22.20,499.29,878.00,4472.67,45.37 "03/11/2011 11:00","None",0,3,44,3,11,2011,22,858.50,4848.26,52.99,13.00,24.10,492.14,863.00,4491.64,45.37 "03/11/2011 11:30","None",0,3,44,3,11,2011,23,806.29,4860.53,52.99,13.00,24.10,478.47,921.00,4522.46,45.37 "03/11/2011 12:00","None",0,3,44,3,11,2011,24,756.14,4895.71,53.37,13.00,24.10,491.80,805.00,4572.09,45.37 "03/11/2011 12:30","None",0,3,44,3,11,2011,25,706.89,4902.11,53.37,13.00,22.20,487.66,773.00,4601.22,48.28 "03/11/2011 13:00","None",0,3,44,3,11,2011,26,659.86,4922.71,57.56,13.00,24.10,496.27,727.00,4533.10,48.28 "03/11/2011 13:30","None",0,3,44,3,11,2011,27,615.68,4846.66,57.12,11.00,25.90,499.35,758.00,4474.42,45.37 "03/11/2011 14:00","None",0,3,44,3,11,2011,28,573.58,4855.61,57.56,13.00,24.10,511.13,705.00,4505.79,45.37 "03/11/2011 14:30","None",0,3,44,3,11,2011,29,542.05,4909.53,57.56,13.00,25.90,509.18,641.00,4476.38,45.37 "03/11/2011 15:00","None",0,3,44,3,11,2011,30,510.33,4962.59,57.54,13.00,22.20,522.25,589.00,4479.28,48.28 "03/11/2011 15:30","None",0,3,44,3,11,2011,31,476.97,4996.69,57.54,12.00,18.50,529.17,533.00,4502.84,48.28 "03/11/2011 16:00","None",0,3,44,3,11,2011,32,443.08,5088.61,57.54,12.00,24.10,523.81,521.00,4572.72,99.57 "03/11/2011 16:30","None",0,3,44,3,11,2011,33,406.26,5354.42,61.86,12.00,22.20,535.70,512.00,4800.27,99.57 "03/11/2011 17:00","None",0,3,44,3,11,2011,34,383.50,5688.30,64.88,12.00,18.50,523.46,473.00,5244.98,237.46 "03/11/2011 17:30","None",0,3,44,3,11,2011,35,366.00,5890.52,210.95,11.00,13.00,504.77,438.00,5432.84,445.64 "03/11/2011 18:00","None",0,3,44,3,11,2011,36,349.14,5821.01,159.02,11.00,14.80,504.39,389.00,5347.90,330.72 "03/11/2011 18:30","None",0,3,44,3,11,2011,37,332.98,5675.04,152.38,11.00,18.50,507.03,402.00,5200.73,128.25 "03/11/2011 19:00","None",0,3,44,3,11,2011,38,317.38,5531.90,106.95,10.00,20.40,515.14,490.00,5064.34,105.47 "03/11/2011 19:30","None",0,3,44,3,11,2011,39,302.30,5387.36,64.69,10.00,18.50,528.22,480.00,4929.32,133.03 "03/11/2011 20:00","None",0,3,44,3,11,2011,40,287.72,5216.83,64.69,9.00,9.30,532.74,413.00,4774.93,54.18 "03/11/2011 20:30","None",0,3,44,3,11,2011,41,251.42,5057.33,62.38,8.00,7.40,544.02,400.00,4649.20,48.28 "03/11/2011 21:00","None",0,3,44,3,11,2011,42,217.84,4931.40,61.94,7.00,7.40,552.24,378.00,4507.45,48.28 "03/11/2011 21:30","None",0,3,44,3,11,2011,43,186.70,4726.75,60.70,7.00,7.40,575.44,305.00,4311.06,48.28 "03/11/2011 22:00","None",0,3,44,3,11,2011,44,158.39,4484.32,57.54,8.00,5.60,582.27,301.00,4101.70,45.37 "03/11/2011 22:30","None",0,3,44,3,11,2011,45,133.17,4244.42,57.10,7.00,5.60,570.27,229.00,3951.16,48.28 "03/11/2011 23:00","None",0,3,44,3,11,2011,46,110.67,4060.70,55.43,8.00,3.70,599.91,217.00,3863.68,48.28 "03/11/2011 23:30","None",0,3,44,3,11,2011,47,101.78,3971.44,55.43,8.00,1.90,595.34,178.00,3663.66,45.37 "04/11/2011 00:00","None",0,4,44,4,11,2011,0,93.65,3714.38,52.39,8.00,5.60,622.35,158.00,3446.04,45.37 "04/11/2011 00:30","None",0,4,44,4,11,2011,1,86.07,3512.19,51.29,8.00,0.00,644.13,118.00,3255.45,44.93 "04/11/2011 01:00","None",0,4,44,4,11,2011,2,79.56,3344.71,51.29,8.00,3.70,634.41,97.00,3130.56,44.93 "04/11/2011 01:30","None",0,4,44,4,11,2011,3,73.78,3206.67,50.04,8.00,7.40,616.65,92.00,3023.76,43.26 "04/11/2011 02:00","None",0,4,44,4,11,2011,4,68.66,3105.04,48.77,8.00,11.10,619.60,86.00,2926.91,43.26 "04/11/2011 02:30","None",0,4,44,4,11,2011,5,70.00,3016.16,34.88,7.00,9.30,628.14,94.00,2864.25,43.26 "04/11/2011 03:00","None",0,4,44,4,11,2011,6,71.68,2987.77,34.88,7.00,13.00,623.81,92.00,2841.52,42.73 "04/11/2011 03:30","None",0,4,44,4,11,2011,7,73.72,2978.95,34.88,7.00,9.30,630.58,92.00,2832.75,42.73 "04/11/2011 04:00","None",0,4,44,4,11,2011,8,75.94,2992.00,34.88,7.00,9.30,625.55,120.00,2836.51,42.73 "04/11/2011 04:30","None",0,4,44,4,11,2011,9,78.48,2958.98,34.88,7.00,11.10,628.49,116.00,2835.48,42.73 "04/11/2011 05:00","None",0,4,44,4,11,2011,10,81.51,3003.63,47.11,7.00,11.10,625.42,124.00,2868.13,42.73 "04/11/2011 05:30","None",0,4,44,4,11,2011,11,83.40,3083.73,48.77,7.00,11.10,637.70,106.00,2920.47,42.73 "04/11/2011 06:00","None",0,4,44,4,11,2011,12,85.42,3203.44,43.64,8.00,7.40,648.38,122.00,3102.00,42.73 "04/11/2011 06:30","None",0,4,44,4,11,2011,13,87.53,3495.09,45.03,8.00,7.40,648.26,94.00,3338.37,43.12 "04/11/2011 07:00","None",0,4,44,4,11,2011,14,89.60,3870.42,45.55,7.00,9.30,653.02,95.00,3694.29,46.45 "04/11/2011 07:30","None",0,4,44,4,11,2011,15,91.63,4253.77,47.38,7.00,11.10,644.11,101.00,3899.94,46.45 "04/11/2011 08:00","None",0,4,44,4,11,2011,16,92.96,4506.15,47.88,7.00,7.40,627.30,104.00,4148.99,46.45 "04/11/2011 08:30","None",0,4,44,4,11,2011,17,99.01,4615.08,49.14,8.00,7.40,607.72,115.00,4387.53,46.45 "04/11/2011 09:00","None",0,4,44,4,11,2011,18,104.08,4694.12,49.70,8.00,7.40,586.12,112.00,4586.37,46.45 "04/11/2011 09:30","None",0,4,44,4,11,2011,19,108.86,4801.71,50.65,9.00,7.40,575.47,106.00,4662.54,46.45 "04/11/2011 10:00","None",0,4,44,4,11,2011,20,111.11,4820.47,50.67,9.00,9.30,587.71,94.00,4658.06,46.45 "04/11/2011 10:30","None",0,4,44,4,11,2011,21,112.81,4848.68,50.78,9.00,7.40,592.39,98.00,4702.36,46.45 "04/11/2011 11:00","None",0,4,44,4,11,2011,22,116.71,4838.74,50.45,10.00,7.40,588.84,99.00,4729.63,46.45 "04/11/2011 11:30","None",0,4,44,4,11,2011,23,121.92,4872.91,50.76,10.00,11.10,583.80,137.00,4714.11,46.45 "04/11/2011 12:00","None",0,4,44,4,11,2011,24,128.24,4886.06,50.82,11.00,9.30,581.24,168.00,4724.58,46.45 "04/11/2011 12:30","None",0,4,44,4,11,2011,25,135.02,4892.31,50.80,11.00,7.40,577.75,218.00,4725.75,46.45 "04/11/2011 13:00","None",0,4,44,4,11,2011,26,143.59,4919.82,50.96,12.00,13.00,577.88,268.00,4646.37,46.07 "04/11/2011 13:30","None",0,4,44,4,11,2011,27,152.98,4783.60,49.44,12.00,20.40,599.89,243.00,4561.55,46.07 "04/11/2011 14:00","None",0,4,44,4,11,2011,28,162.84,4717.55,47.88,10.00,13.00,604.47,266.00,4526.41,45.45 "04/11/2011 14:30","None",0,4,44,4,11,2011,29,155.05,4697.59,47.88,11.00,7.40,600.70,265.00,4488.41,45.45 "04/11/2011 15:00","None",0,4,44,4,11,2011,30,142.97,4716.53,49.24,12.00,9.30,599.96,224.00,4485.89,46.07 "04/11/2011 15:30","None",0,4,44,4,11,2011,31,131.23,4790.27,50.26,11.00,9.30,601.83,164.00,4502.47,46.07 "04/11/2011 16:00","None",0,4,44,4,11,2011,32,119.33,4887.01,49.07,10.00,5.60,592.93,170.00,4573.75,46.07 "04/11/2011 16:30","None",0,4,44,4,11,2011,33,107.39,5078.54,49.20,11.00,3.70,588.94,140.00,4812.29,53.18 "04/11/2011 17:00","None",0,4,44,4,11,2011,34,95.47,5398.21,53.41,10.00,9.30,577.45,154.00,5307.69,100.82 "04/11/2011 17:30","None",0,4,44,4,11,2011,35,99.87,5625.99,177.18,9.00,11.10,550.20,128.00,5552.78,382.34 "04/11/2011 18:00","None",0,4,44,4,11,2011,36,104.44,5640.32,177.20,9.00,9.30,543.74,118.00,5510.98,157.14 "04/11/2011 18:30","None",0,4,44,4,11,2011,37,109.33,5529.22,139.49,8.00,9.30,533.04,125.00,5375.06,112.10 "04/11/2011 19:00","None",0,4,44,4,11,2011,38,114.42,5395.24,59.15,8.00,9.30,537.01,104.00,5235.56,70.22 "04/11/2011 19:30","None",0,4,44,4,11,2011,39,119.68,5266.82,52.30,8.00,9.30,535.71,106.00,5067.77,74.03 "04/11/2011 20:00","None",0,4,44,4,11,2011,40,125.31,5099.37,50.44,7.00,11.10,542.87,111.00,4898.15,70.40 "04/11/2011 20:30","None",0,4,44,4,11,2011,41,120.11,4905.97,49.59,7.00,11.10,542.99,99.00,4737.88,65.32 "04/11/2011 21:00","None",0,4,44,4,11,2011,42,115.27,4758.39,49.46,7.00,9.30,546.73,116.00,4580.50,51.04 "04/11/2011 21:30","None",0,4,44,4,11,2011,43,110.64,4562.85,50.08,7.00,11.10,563.02,112.00,4375.52,51.04 "04/11/2011 22:00","None",0,4,44,4,11,2011,44,106.21,4381.32,50.49,7.00,11.10,570.76,102.00,4187.62,51.04 "04/11/2011 22:30","None",0,4,44,4,11,2011,45,101.94,4171.16,49.47,7.00,13.00,592.03,103.00,4049.42,51.04 "04/11/2011 23:00","None",0,4,44,4,11,2011,46,96.10,4090.64,47.88,6.00,11.10,606.17,93.00,4006.44,51.04 "04/11/2011 23:30","None",0,4,44,4,11,2011,47,89.60,4042.64,47.88,6.00,11.10,605.06,97.00,3853.50,51.04 "05/11/2011 00:00","None",0,5,44,5,11,2011,0,83.40,3819.31,46.67,6.00,13.00,610.49,88.00,3647.63,51.04 "05/11/2011 00:30","None",0,5,44,5,11,2011,1,81.30,3592.25,46.25,6.00,11.10,625.51,86.00,3447.32,50.04 "05/11/2011 01:00","None",0,5,44,5,11,2011,2,79.20,3415.41,46.25,5.00,14.80,642.73,106.00,3305.10,48.83 "05/11/2011 01:30","None",0,5,44,5,11,2011,3,78.00,3251.33,45.55,5.00,13.00,650.98,97.00,3175.33,48.83 "05/11/2011 02:00","None",0,5,44,5,11,2011,4,77.60,3122.39,45.49,5.00,13.00,642.61,90.00,3077.74,48.41 "05/11/2011 02:30","None",0,5,44,5,11,2011,5,82.00,3027.52,45.03,5.00,9.30,627.31,85.00,2998.74,48.41 "05/11/2011 03:00","None",0,5,44,5,11,2011,6,88.20,2974.48,45.03,5.00,7.40,612.36,69.00,2964.30,48.41 "05/11/2011 03:30","None",0,5,44,5,11,2011,7,99.00,2934.02,45.03,5.00,13.00,606.30,68.00,2945.04,48.41 "05/11/2011 04:00","None",0,5,44,5,11,2011,8,110.00,2901.71,45.03,5.00,11.10,612.04,41.00,2926.45,48.41 "05/11/2011 04:30","None",0,5,44,5,11,2011,9,121.10,2866.79,44.60,5.00,13.00,611.18,42.00,2890.57,48.41 "05/11/2011 05:00","None",0,5,44,5,11,2011,10,129.80,2851.60,44.60,5.00,11.10,609.54,44.00,2899.48,48.41 "05/11/2011 05:30","None",0,5,44,5,11,2011,11,129.80,2861.26,44.60,5.00,13.00,612.05,36.00,2909.99,47.71 "05/11/2011 06:00","None",0,5,44,5,11,2011,12,132.00,2919.40,44.01,5.00,16.70,613.96,39.00,2993.84,44.90 "05/11/2011 06:30","None",0,5,44,5,11,2011,13,135.90,3022.57,44.01,5.00,14.80,625.24,61.00,3083.21,44.89 "05/11/2011 07:00","None",0,5,44,5,11,2011,14,140.00,3144.31,44.43,4.00,14.80,644.40,80.00,3241.52,44.90 "05/11/2011 07:30","None",0,5,44,5,11,2011,15,146.00,3284.72,44.43,4.00,11.10,649.35,72.00,3310.76,44.90 "05/11/2011 08:00","None",0,5,44,5,11,2011,16,151.00,3412.91,44.88,4.00,14.80,644.73,80.00,3485.27,47.32 "05/11/2011 08:30","None",0,5,44,5,11,2011,17,156.50,3644.12,44.89,5.00,14.80,645.85,89.00,3728.28,48.27 "05/11/2011 09:00","None",0,5,44,5,11,2011,18,159.60,3902.40,45.92,5.00,14.80,597.66,107.00,4009.35,64.40 "05/11/2011 09:30","None",0,5,44,5,11,2011,19,156.90,4096.86,48.05,5.00,16.70,572.99,99.00,4167.67,66.58 "05/11/2011 10:00","None",0,5,44,5,11,2011,20,154.80,4196.98,48.05,6.00,14.80,570.92,80.00,4285.62,71.68 "05/11/2011 10:30","None",0,5,44,5,11,2011,21,156.90,4325.87,48.05,7.00,13.00,555.95,61.00,4351.57,58.62 "05/11/2011 11:00","None",0,5,44,5,11,2011,22,160.30,4400.86,48.05,8.00,14.80,563.01,52.00,4372.94,52.95 "05/11/2011 11:30","None",0,5,44,5,11,2011,23,168.00,4433.68,48.05,9.00,16.70,568.01,45.00,4373.98,52.95 "05/11/2011 12:00","None",0,5,44,5,11,2011,24,176.20,4481.83,48.26,9.00,18.50,569.45,59.00,4389.94,58.62 "05/11/2011 12:30","None",0,5,44,5,11,2011,25,184.40,4522.62,48.26,10.00,20.40,571.08,64.00,4357.96,52.95 "05/11/2011 13:00","None",0,5,44,5,11,2011,26,192.10,4507.87,48.26,10.00,20.40,572.68,93.00,4270.35,52.95 "05/11/2011 13:30","None",0,5,44,5,11,2011,27,196.70,4401.03,48.05,10.00,18.50,570.35,97.00,4175.12,52.95 "05/11/2011 14:00","None",0,5,44,5,11,2011,28,199.50,4333.81,48.05,10.00,16.70,576.64,98.00,4123.07,52.95 "05/11/2011 14:30","None",0,5,44,5,11,2011,29,195.70,4287.79,48.05,10.00,16.70,586.66,89.00,4077.18,52.74 "05/11/2011 15:00","None",0,5,44,5,11,2011,30,190.70,4266.28,48.05,10.00,16.70,590.87,107.00,4087.78,52.74 "05/11/2011 15:30","None",0,5,44,5,11,2011,31,182.30,4291.54,48.05,10.00,18.50,607.86,61.00,4098.20,52.95 "05/11/2011 16:00","None",0,5,44,5,11,2011,32,173.30,4358.19,48.05,9.00,16.70,601.17,68.00,4197.03,52.95 "05/11/2011 16:30","None",0,5,44,5,11,2011,33,162.90,4624.52,48.05,9.00,13.00,593.46,70.00,4460.11,100.55 "05/11/2011 17:00","None",0,5,44,5,11,2011,34,153.30,4995.70,79.68,8.00,11.10,565.80,75.00,5045.54,182.21 "05/11/2011 17:30","None",0,5,44,5,11,2011,35,146.30,5373.66,271.67,8.00,7.40,540.67,77.00,5341.84,350.03 "05/11/2011 18:00","None",0,5,44,5,11,2011,36,140.80,5390.22,259.52,8.00,13.00,553.10,67.00,5290.97,325.30 "05/11/2011 18:30","None",0,5,44,5,11,2011,37,136.40,5297.99,79.68,7.00,7.40,555.52,69.00,5136.30,142.01 "05/11/2011 19:00","None",0,5,44,5,11,2011,38,131.10,5050.74,79.68,7.00,9.30,551.98,84.00,4963.12,93.73 "05/11/2011 19:30","None",0,5,44,5,11,2011,39,125.70,4936.66,53.93,7.00,11.10,553.24,82.00,4802.36,97.17 "05/11/2011 20:00","None",0,5,44,5,11,2011,40,119.30,4715.87,48.26,7.00,11.10,549.72,77.00,4586.91,59.13 "05/11/2011 20:30","None",0,5,44,5,11,2011,41,112.90,4538.29,48.26,6.00,13.00,554.97,69.00,4414.30,56.25 "05/11/2011 21:00","None",0,5,44,5,11,2011,42,106.70,4353.28,48.05,6.00,9.30,546.96,65.00,4247.04,56.43 "05/11/2011 21:30","None",0,5,44,5,11,2011,43,104.10,4238.76,48.05,6.00,5.60,554.81,72.00,4136.74,48.26 "05/11/2011 22:00","None",0,5,44,5,11,2011,44,101.40,4082.37,47.31,5.00,7.40,558.52,85.00,3961.10,48.26 "05/11/2011 22:30","None",0,5,44,5,11,2011,45,100.90,3912.06,45.92,5.00,3.70,570.74,86.00,3854.39,48.26 "05/11/2011 23:00","None",0,5,44,5,11,2011,46,104.10,3866.52,45.92,5.00,7.40,577.06,85.00,3831.37,48.26 "05/11/2011 23:30","None",0,5,44,5,11,2011,47,113.20,3860.38,45.92,5.00,9.30,568.63,91.00,3688.83,48.05 "06/11/2011 00:00","None",0,6,44,6,11,2011,0,121.00,3675.01,44.89,5.00,9.30,582.31,96.00,3513.71,48.05 "06/11/2011 00:30","None",0,6,44,6,11,2011,1,124.10,3496.76,44.88,5.00,11.10,604.28,86.00,3348.82,44.89 "06/11/2011 01:00","None",0,6,44,6,11,2011,2,127.30,3321.97,44.43,5.00,11.10,592.15,80.00,3227.60,44.89 "06/11/2011 01:30","None",0,6,44,6,11,2011,3,127.00,3161.63,44.43,5.00,7.40,565.20,79.00,3111.29,44.89 "06/11/2011 02:00","None",0,6,44,6,11,2011,4,129.00,3040.33,44.01,4.00,9.30,550.03,83.00,2995.87,44.88 "06/11/2011 02:30","None",0,6,44,6,11,2011,5,133.70,2943.07,44.01,4.00,7.40,546.44,74.00,2910.73,44.43 "06/11/2011 03:00","None",0,6,44,6,11,2011,6,140.00,2879.10,44.01,5.00,7.40,554.02,78.00,2848.31,44.43 "06/11/2011 03:30","None",0,6,44,6,11,2011,7,153.90,2829.12,43.74,4.00,3.70,559.47,75.00,2812.84,44.43 "06/11/2011 04:00","None",0,6,44,6,11,2011,8,167.30,2820.11,43.74,5.00,3.70,563.45,84.00,2768.57,44.43 "06/11/2011 04:30","None",0,6,44,6,11,2011,9,180.30,2764.62,42.89,4.00,1.90,561.62,88.00,2723.23,44.43 "06/11/2011 05:00","None",0,6,44,6,11,2011,10,193.40,2743.19,42.38,4.00,7.40,568.15,94.00,2696.48,44.43 "06/11/2011 05:30","None",0,6,44,6,11,2011,11,201.50,2738.00,42.38,3.00,7.40,570.97,91.00,2702.08,44.43 "06/11/2011 06:00","None",0,6,44,6,11,2011,12,209.70,2746.08,42.95,3.00,7.40,572.34,87.00,2746.05,43.71 "06/11/2011 06:30","None",0,6,44,6,11,2011,13,218.60,2808.11,42.95,4.00,0.00,570.71,98.00,2791.92,44.19 "06/11/2011 07:00","None",0,6,44,6,11,2011,14,226.50,2885.30,43.16,5.00,0.00,568.44,109.00,2855.36,54.03 "06/11/2011 07:30","None",0,6,44,6,11,2011,15,235.70,2908.29,45.08,4.00,0.00,560.79,125.00,2877.05,54.03 "06/11/2011 08:00","None",0,6,44,6,11,2011,16,242.10,2980.06,45.08,5.00,3.70,558.98,142.00,2984.30,54.03 "06/11/2011 08:30","None",0,6,44,6,11,2011,17,245.20,3150.87,45.25,6.00,0.00,540.25,148.00,3188.68,54.03 "06/11/2011 09:00","None",0,6,44,6,11,2011,18,246.20,3410.40,45.25,7.00,0.00,543.44,139.00,3438.53,54.80 "06/11/2011 09:30","None",0,6,44,6,11,2011,19,240.70,3636.32,45.73,8.00,1.90,545.71,152.00,3626.01,56.21 "06/11/2011 10:00","None",0,6,44,6,11,2011,20,236.90,3821.23,47.43,8.00,0.00,557.38,151.00,3830.31,59.08 "06/11/2011 10:30","None",0,6,44,6,11,2011,21,237.00,3943.92,47.43,9.00,3.70,553.86,141.00,3937.80,66.29 "06/11/2011 11:00","None",0,6,44,6,11,2011,22,238.30,4057.33,47.49,10.00,7.40,552.47,129.00,4025.15,66.29 "06/11/2011 11:30","None",0,6,44,6,11,2011,23,247.30,4169.06,48.57,10.00,9.30,547.67,157.00,4072.28,66.29 "06/11/2011 12:00","None",0,6,44,6,11,2011,24,255.70,4268.84,49.29,10.00,9.30,559.28,174.00,4179.76,66.29 "06/11/2011 12:30","None",0,6,44,6,11,2011,25,263.20,4438.65,50.85,11.00,9.30,551.49,187.00,4217.53,57.77 "06/11/2011 13:00","None",0,6,44,6,11,2011,26,268.90,4488.56,51.18,11.00,9.30,551.17,195.00,4194.51,56.93 "06/11/2011 13:30","None",0,6,44,6,11,2011,27,270.20,4419.74,50.74,11.00,9.30,548.18,194.00,4083.69,56.27 "06/11/2011 14:00","None",0,6,44,6,11,2011,28,270.50,4374.60,50.40,11.00,9.30,549.49,179.00,3991.64,56.27 "06/11/2011 14:30","None",0,6,44,6,11,2011,29,271.50,4334.27,50.01,11.00,9.30,536.79,203.00,3927.88,56.21 "06/11/2011 15:00","None",0,6,44,6,11,2011,30,272.40,4313.46,49.75,11.00,9.30,543.19,201.00,3911.34,56.21 "06/11/2011 15:30","None",0,6,44,6,11,2011,31,275.20,4336.43,49.76,10.00,9.30,543.22,215.00,3907.91,56.21 "06/11/2011 16:00","None",0,6,44,6,11,2011,32,280.00,4518.66,50.13,10.00,7.40,541.65,208.00,4020.01,56.27 "06/11/2011 16:30","None",0,6,44,6,11,2011,33,288.90,4705.51,51.22,10.00,7.40,524.10,194.00,4286.93,56.59 "06/11/2011 17:00","None",0,6,44,6,11,2011,34,127.07,4995.34,55.00,10.00,7.40,546.68,184.00,4802.80,67.48 "06/11/2011 17:30","None",0,6,44,6,11,2011,35,136.97,5129.42,143.90,8.00,3.70,523.21,209.00,5013.10,248.67 "06/11/2011 18:00","None",0,6,44,6,11,2011,36,147.60,5159.00,153.26,8.00,3.70,521.71,221.00,4979.55,243.02 "06/11/2011 18:30","None",0,6,44,6,11,2011,37,158.95,5101.13,134.10,7.00,3.70,522.91,221.00,4893.48,73.13 "06/11/2011 19:00","None",0,6,44,6,11,2011,38,170.69,4980.46,53.85,7.00,0.00,523.37,217.00,4753.93,67.48 "06/11/2011 19:30","None",0,6,44,6,11,2011,39,182.87,4846.34,53.63,7.00,5.60,532.08,200.00,4649.51,66.29 "06/11/2011 20:00","None",0,6,44,6,11,2011,40,195.32,4714.42,53.37,6.00,3.70,527.41,208.00,4476.79,66.29 "06/11/2011 20:30","None",0,6,44,6,11,2011,41,196.30,4539.77,50.69,6.00,5.60,544.74,220.00,4302.28,67.48 "06/11/2011 21:00","None",0,6,44,6,11,2011,42,197.31,4337.35,48.91,6.00,0.00,538.33,224.00,4229.28,66.29 "06/11/2011 21:30","None",0,6,44,6,11,2011,43,198.60,4336.23,48.90,7.00,0.00,534.00,254.00,4046.82,66.29 "06/11/2011 22:00","None",0,6,44,6,11,2011,44,200.49,4129.53,47.49,6.00,3.70,547.56,261.00,3881.90,56.59 "06/11/2011 22:30","None",0,6,44,6,11,2011,45,202.74,3924.29,46.20,6.00,5.60,530.68,266.00,3734.56,56.27 "06/11/2011 23:00","None",0,6,44,6,11,2011,46,205.08,3806.66,46.20,6.00,7.40,506.28,276.00,3671.45,56.27 "06/11/2011 23:30","None",0,6,44,6,11,2011,47,194.05,3713.14,45.77,6.00,5.60,505.50,268.00,3468.34,54.98 "07/11/2011 00:00","None",0,0,45,7,11,2011,0,183.25,3493.01,45.77,6.00,5.60,512.47,253.00,3290.07,54.98 "07/11/2011 00:30","None",0,0,45,7,11,2011,1,172.72,3324.06,45.32,6.00,5.60,508.66,262.00,3125.82,54.55 "07/11/2011 01:00","None",0,0,45,7,11,2011,2,162.86,3178.58,45.25,6.00,5.60,506.89,242.00,3042.82,54.55 "07/11/2011 01:30","None",0,0,45,7,11,2011,3,153.57,3080.42,45.08,6.00,5.60,519.33,265.00,2959.33,54.55 "07/11/2011 02:00","None",0,0,45,7,11,2011,4,144.77,2985.51,45.08,6.00,1.90,533.42,270.00,2889.51,54.10 "07/11/2011 02:30","None",0,0,45,7,11,2011,5,144.10,2920.25,45.08,6.00,0.00,527.82,263.00,2828.65,53.86 "07/11/2011 03:00","None",0,0,45,7,11,2011,6,144.00,2861.46,43.16,6.00,3.70,547.87,248.00,2814.73,53.86 "07/11/2011 03:30","None",0,0,45,7,11,2011,7,144.24,2828.85,42.95,6.00,7.40,548.52,241.00,2801.74,53.86 "07/11/2011 04:00","None",0,0,45,7,11,2011,8,144.94,2810.65,42.95,7.00,5.60,558.89,238.00,2810.15,53.86 "07/11/2011 04:30","None",0,0,45,7,11,2011,9,146.32,2823.17,42.95,7.00,7.40,551.54,263.00,2808.08,53.86 "07/11/2011 05:00","None",0,0,45,7,11,2011,10,148.29,2849.68,43.16,6.00,7.40,546.58,267.00,2843.28,53.86 "07/11/2011 05:30","None",0,0,45,7,11,2011,11,161.93,2927.39,45.08,6.00,7.40,523.00,305.00,2915.01,53.86 "07/11/2011 06:00","None",0,0,45,7,11,2011,12,176.78,3049.51,43.58,5.00,11.10,532.69,308.00,3138.93,45.16 "07/11/2011 06:30","None",0,0,45,7,11,2011,13,192.31,3365.99,43.60,5.00,9.30,523.05,328.00,3426.48,45.16 "07/11/2011 07:00","None",0,0,45,7,11,2011,14,208.70,3732.54,45.17,5.00,9.30,521.03,379.00,3934.51,46.25 "07/11/2011 07:30","None",0,0,45,7,11,2011,15,226.75,4159.57,47.61,5.00,11.10,492.91,393.00,4235.24,48.22 "07/11/2011 08:00","None",0,0,45,7,11,2011,16,245.91,4377.96,48.23,6.00,9.30,480.51,413.00,4417.39,48.22 "07/11/2011 08:30","None",0,0,45,7,11,2011,17,250.81,4526.28,54.98,6.00,9.30,490.69,427.00,4446.92,47.60 "07/11/2011 09:00","None",0,0,45,7,11,2011,18,253.57,4655.81,58.81,6.00,9.30,492.70,463.00,4693.77,48.22 "07/11/2011 09:30","None",0,0,45,7,11,2011,19,254.90,4814.76,58.78,7.00,9.30,487.01,417.00,4785.83,48.22 "07/11/2011 10:00","None",0,0,45,7,11,2011,20,248.86,4870.96,58.78,7.00,11.10,482.54,459.00,4772.55,48.22 "07/11/2011 10:30","None",0,0,45,7,11,2011,21,236.02,4879.38,58.78,8.00,11.10,487.05,428.00,4754.28,48.22 "07/11/2011 11:00","None",0,0,45,7,11,2011,22,218.73,4896.48,58.75,9.00,16.70,487.93,457.00,4725.53,48.22 "07/11/2011 11:30","None",0,0,45,7,11,2011,23,230.07,4950.12,58.75,9.00,14.80,495.38,498.00,4698.57,48.22 "07/11/2011 12:00","None",0,0,45,7,11,2011,24,242.75,4993.38,59.34,10.00,16.70,501.70,467.00,4712.42,48.22 "07/11/2011 12:30","None",0,0,45,7,11,2011,25,256.70,5040.63,59.34,10.00,22.20,502.38,485.00,4705.33,48.22 "07/11/2011 13:00","None",0,0,45,7,11,2011,26,271.97,4998.24,59.36,10.00,20.40,499.73,516.00,4602.87,48.22 "07/11/2011 13:30","None",0,0,45,7,11,2011,27,286.79,4905.39,58.77,9.00,20.40,496.82,529.00,4500.61,48.22 "07/11/2011 14:00","None",0,0,45,7,11,2011,28,300.23,4900.77,58.77,9.00,20.40,478.11,586.00,4506.85,48.22 "07/11/2011 14:30","None",0,0,45,7,11,2011,29,313.74,4929.64,58.77,9.00,14.80,479.75,527.00,4498.89,48.22 "07/11/2011 15:00","None",0,0,45,7,11,2011,30,324.54,4968.68,58.80,9.00,16.70,478.80,527.00,4552.93,48.22 "07/11/2011 15:30","None",0,0,45,7,11,2011,31,331.26,5039.11,58.80,9.00,14.80,491.34,539.00,4608.22,48.22 "07/11/2011 16:00","None",0,0,45,7,11,2011,32,337.72,5149.63,58.79,8.00,14.80,503.38,495.00,4768.92,48.22 "07/11/2011 16:30","None",0,0,45,7,11,2011,33,343.75,5457.60,59.46,7.00,13.00,498.72,562.00,5011.71,48.22 "07/11/2011 17:00","None",0,0,45,7,11,2011,34,474.59,5722.44,90.69,7.00,14.80,480.54,625.00,5472.07,420.27 "07/11/2011 17:30","None",0,0,45,7,11,2011,35,474.57,5947.60,238.40,8.00,14.80,481.04,618.00,5598.34,420.27 "07/11/2011 18:00","None",0,0,45,7,11,2011,36,475.35,5898.11,138.82,8.00,13.00,475.74,675.00,5428.15,70.20 "07/11/2011 18:30","None",0,0,45,7,11,2011,37,476.92,5697.27,90.70,8.00,13.00,467.89,689.00,5255.98,48.81 "07/11/2011 19:00","None",0,0,45,7,11,2011,38,479.45,5552.02,59.49,8.00,16.70,470.83,701.00,5160.49,48.81 "07/11/2011 19:30","None",0,0,45,7,11,2011,39,482.59,5474.43,59.40,8.00,9.30,461.90,715.00,5051.16,48.22 "07/11/2011 20:00","None",0,0,45,7,11,2011,40,485.50,5293.38,58.81,8.00,16.70,451.68,752.00,4848.77,48.22 "07/11/2011 20:30","None",0,0,45,7,11,2011,41,476.17,5108.48,58.81,8.00,16.70,447.70,786.00,4696.71,48.22 "07/11/2011 21:00","None",0,0,45,7,11,2011,42,467.33,5046.25,58.80,8.00,14.80,439.28,762.00,4547.78,48.22 "07/11/2011 21:30","None",0,0,45,7,11,2011,43,458.92,4781.74,58.18,9.00,14.80,442.52,695.00,4308.11,48.22 "07/11/2011 22:00","None",0,0,45,7,11,2011,44,450.90,4516.55,55.74,9.00,13.00,435.80,697.00,4047.63,45.73 "07/11/2011 22:30","None",0,0,45,7,11,2011,45,442.96,4301.88,55.23,9.00,13.00,420.71,716.00,3828.58,44.65 "07/11/2011 23:00","None",0,0,45,7,11,2011,46,435.33,4116.06,55.23,9.00,13.00,423.34,711.00,3714.27,44.65 "07/11/2011 23:30","None",0,0,45,7,11,2011,47,433.77,4004.56,54.80,9.00,11.10,404.37,728.00,3497.19,44.22 "08/11/2011 00:00","None",0,1,45,8,11,2011,0,432.37,3760.32,54.24,9.00,11.10,409.83,637.00,3304.41,44.22 "08/11/2011 00:30","None",0,1,45,8,11,2011,1,430.70,3550.42,52.12,9.00,13.00,413.20,664.00,3134.39,43.59 "08/11/2011 01:00","None",0,1,45,8,11,2011,2,428.84,3406.91,51.69,9.00,13.00,408.79,640.00,3034.22,43.59 "08/11/2011 01:30","None",0,1,45,8,11,2011,3,427.16,3299.23,51.06,9.00,13.00,417.12,587.00,2925.98,43.57 "08/11/2011 02:00","None",0,1,45,8,11,2011,4,425.66,3136.99,51.06,9.00,11.10,413.76,577.00,2849.26,42.56 "08/11/2011 02:30","None",0,1,45,8,11,2011,5,423.58,3053.16,49.92,8.00,9.30,407.55,584.00,2795.82,42.56 "08/11/2011 03:00","None",0,1,45,8,11,2011,6,421.85,2989.77,34.58,9.00,9.30,405.75,562.00,2765.34,42.53 "08/11/2011 03:30","None",0,1,45,8,11,2011,7,419.91,2963.69,34.58,8.00,11.10,400.75,607.00,2746.86,42.53 "08/11/2011 04:00","None",0,1,45,8,11,2011,8,418.05,2961.25,34.58,9.00,13.00,379.82,712.00,2744.65,42.53 "08/11/2011 04:30","None",0,1,45,8,11,2011,9,416.37,2920.67,34.58,9.00,13.00,395.17,651.00,2732.37,42.53 "08/11/2011 05:00","None",0,1,45,8,11,2011,10,415.04,2926.60,34.58,9.00,11.10,385.53,703.00,2778.26,42.53 "08/11/2011 05:30","None",0,1,45,8,11,2011,11,418.21,2983.06,34.58,9.00,11.10,391.31,660.00,2827.72,42.53 "08/11/2011 06:00","None",0,1,45,8,11,2011,12,421.58,3186.09,47.14,9.00,13.00,422.93,615.00,3019.28,44.00 "08/11/2011 06:30","None",0,1,45,8,11,2011,13,425.17,3497.50,48.55,9.00,13.00,441.35,576.00,3321.18,44.47 "08/11/2011 07:00","None",0,1,45,8,11,2011,14,428.23,3886.82,49.39,9.00,14.80,457.74,555.00,3872.81,46.68 "08/11/2011 07:30","None",0,1,45,8,11,2011,15,429.45,4361.57,51.20,9.00,16.70,465.19,541.00,4238.73,49.86 "08/11/2011 08:00","None",0,1,45,8,11,2011,16,430.77,4509.15,51.20,9.00,18.50,474.20,553.00,4424.76,61.64 "08/11/2011 08:30","None",0,1,45,8,11,2011,17,447.30,4630.07,52.26,9.00,18.50,500.58,542.00,4489.87,49.86 "08/11/2011 09:00","None",0,1,45,8,11,2011,18,464.11,4716.46,52.26,9.00,16.70,493.82,588.00,4590.40,50.53 "08/11/2011 09:30","None",0,1,45,8,11,2011,19,481.37,4853.07,52.82,9.00,16.70,486.96,566.00,4661.84,50.53 "08/11/2011 10:00","None",0,1,45,8,11,2011,20,499.00,4907.12,55.41,9.00,14.80,484.71,572.00,4647.55,50.53 "08/11/2011 10:30","None",0,1,45,8,11,2011,21,517.19,4877.66,55.41,9.00,16.70,485.55,571.00,4673.59,77.28 "08/11/2011 11:00","None",0,1,45,8,11,2011,22,535.67,4924.74,55.40,9.00,16.70,485.70,572.00,4698.91,121.09 "08/11/2011 11:30","None",0,1,45,8,11,2011,23,526.88,4937.30,55.40,9.00,16.70,484.82,566.00,4725.42,60.36 "08/11/2011 12:00","None",0,1,45,8,11,2011,24,517.78,4966.72,55.40,10.00,14.80,485.00,580.00,4786.85,50.53 "08/11/2011 12:30","None",0,1,45,8,11,2011,25,508.91,4998.72,55.39,10.00,18.50,477.71,589.00,4844.63,50.53 "08/11/2011 13:00","None",0,1,45,8,11,2011,26,500.45,4997.86,55.39,10.00,18.50,481.49,575.00,4792.21,50.53 "08/11/2011 13:30","None",0,1,45,8,11,2011,27,492.18,4880.66,52.79,10.00,22.20,485.56,577.00,4703.00,50.53 "08/11/2011 14:00","None",0,1,45,8,11,2011,28,484.03,4864.62,52.79,10.00,22.20,481.83,590.00,4730.86,50.53 "08/11/2011 14:30","None",0,1,45,8,11,2011,29,504.99,4928.03,55.39,10.00,20.40,487.26,628.00,4757.95,50.53 "08/11/2011 15:00","None",0,1,45,8,11,2011,30,525.77,4918.00,52.79,10.00,20.40,493.87,603.00,4791.95,50.53 "08/11/2011 15:30","None",0,1,45,8,11,2011,31,547.63,5019.75,55.40,11.00,24.10,486.22,643.00,4889.48,50.53 "08/11/2011 16:00","None",0,1,45,8,11,2011,32,570.02,5135.39,55.40,11.00,24.10,480.01,673.00,5083.91,50.76 "08/11/2011 16:30","None",0,1,45,8,11,2011,33,592.79,5370.77,63.21,11.00,25.90,473.46,695.00,5331.92,83.90 "08/11/2011 17:00","None",0,1,45,8,11,2011,34,616.09,5652.99,65.43,11.00,24.10,462.50,753.00,5555.52,78.98 "08/11/2011 17:30","None",0,1,45,8,11,2011,35,622.49,5956.01,150.43,11.00,24.10,443.80,839.00,5600.62,422.74 "08/11/2011 18:00","None",0,1,45,8,11,2011,36,629.19,5991.51,148.66,11.00,24.10,451.82,704.00,5460.44,78.92 "08/11/2011 18:30","None",0,1,45,8,11,2011,37,636.28,5808.22,68.58,11.00,25.90,455.57,765.00,5311.07,62.11 "08/11/2011 19:00","None",0,1,45,8,11,2011,38,643.69,5659.20,62.84,11.00,25.90,438.72,855.00,5208.45,50.66 "08/11/2011 19:30","None",0,1,45,8,11,2011,39,651.41,5612.27,60.95,11.00,31.50,433.17,851.00,5118.44,64.38 "08/11/2011 20:00","None",0,1,45,8,11,2011,40,659.49,5445.11,55.42,11.00,31.50,444.75,833.00,4968.44,50.53 "08/11/2011 20:30","None",0,1,45,8,11,2011,41,659.50,5280.60,52.82,12.00,29.60,432.85,856.00,4815.72,50.53 "08/11/2011 21:00","None",0,1,45,8,11,2011,42,659.63,5181.14,52.82,12.00,29.60,447.83,866.00,4629.05,49.86 "08/11/2011 21:30","None",0,1,45,8,11,2011,43,659.87,4984.04,52.24,12.00,31.50,446.40,958.00,4409.34,46.68 "08/11/2011 22:00","None",0,1,45,8,11,2011,44,660.24,4739.55,52.23,12.00,27.80,463.35,967.00,4167.90,45.62 "08/11/2011 22:30","None",0,1,45,8,11,2011,45,660.72,4441.64,51.17,12.00,29.60,455.14,1004.00,3965.05,44.84 "08/11/2011 23:00","None",0,1,45,8,11,2011,46,750.20,4282.99,49.39,12.00,33.30,471.45,976.00,3843.11,44.65 "08/11/2011 23:30","None",0,1,45,8,11,2011,47,761.10,4150.98,49.39,12.00,33.30,455.92,992.00,3602.52,44.47 "09/11/2011 00:00","None",0,2,45,9,11,2011,0,771.80,3792.25,48.77,12.00,35.20,455.66,904.00,3411.16,44.22 "09/11/2011 00:30","None",0,2,45,9,11,2011,1,779.20,3546.54,48.77,12.00,33.30,437.71,929.00,3237.19,44.00 "09/11/2011 01:00","None",0,2,45,9,11,2011,2,789.10,3406.20,48.55,12.00,27.80,424.72,892.00,3099.13,44.00 "09/11/2011 01:30","None",0,2,45,9,11,2011,3,805.60,3297.63,48.55,12.00,18.50,416.93,751.00,2997.76,44.00 "09/11/2011 02:00","None",0,2,45,9,11,2011,4,819.30,3131.55,45.86,11.00,16.70,430.32,693.00,2909.65,44.00 "09/11/2011 02:30","None",0,2,45,9,11,2011,5,826.40,3058.77,31.82,11.00,16.70,419.56,745.00,2811.16,0.00 "09/11/2011 03:00","None",0,2,45,9,11,2011,6,832.70,2992.45,31.82,11.00,13.00,424.64,749.00,2733.13,0.00 "09/11/2011 03:30","None",0,2,45,9,11,2011,7,839.80,2965.40,31.82,11.00,13.00,423.22,720.00,2723.30,0.00 "09/11/2011 04:00","None",0,2,45,9,11,2011,8,844.80,2972.95,31.82,11.00,9.30,431.05,668.00,2732.83,42.25 "09/11/2011 04:30","None",0,2,45,9,11,2011,9,850.90,2934.40,31.82,11.00,9.30,436.81,640.00,2719.42,0.00 "09/11/2011 05:00","None",0,2,45,9,11,2011,10,853.70,2953.35,31.82,10.00,11.10,423.71,723.00,2752.31,0.00 "09/11/2011 05:30","None",0,2,45,9,11,2011,11,851.90,3013.77,47.66,9.00,7.40,413.32,766.00,2812.54,0.00 "09/11/2011 06:00","None",0,2,45,9,11,2011,12,848.10,3192.68,44.90,9.00,9.30,430.60,853.00,3069.65,43.35 "09/11/2011 06:30","None",0,2,45,9,11,2011,13,838.10,3513.88,44.90,8.00,9.30,456.08,865.00,3382.46,44.90 "09/11/2011 07:00","None",0,2,45,9,11,2011,14,826.90,3903.94,45.32,8.00,11.10,436.89,852.00,3933.11,45.32 "09/11/2011 07:30","None",0,2,45,9,11,2011,15,811.90,4374.26,46.77,8.00,13.00,452.24,877.00,4276.83,46.77 "09/11/2011 08:00","None",0,2,45,9,11,2011,16,798.10,4517.71,49.30,9.00,14.80,445.73,858.00,4413.87,46.77 "09/11/2011 08:30","None",0,2,45,9,11,2011,17,791.00,4648.54,46.77,10.00,16.70,455.86,815.00,4458.05,50.88 "09/11/2011 09:00","None",0,2,45,9,11,2011,18,783.90,4743.87,49.30,11.00,22.20,474.53,690.00,4612.28,58.59 "09/11/2011 09:30","None",0,2,45,9,11,2011,19,777.80,4881.33,50.82,11.00,24.10,470.12,633.00,4684.40,63.16 "09/11/2011 10:00","None",0,2,45,9,11,2011,20,773.80,4926.34,50.82,11.00,25.90,475.30,659.00,4696.09,63.16 "09/11/2011 10:30","None",0,2,45,9,11,2011,21,778.00,4885.91,50.82,11.00,25.90,475.82,640.00,4722.15,64.74 "09/11/2011 11:00","None",0,2,45,9,11,2011,22,782.30,4921.95,50.82,11.00,22.20,483.27,607.00,4757.36,64.74 "09/11/2011 11:30","None",0,2,45,9,11,2011,23,788.40,4927.51,50.82,11.00,18.50,474.43,636.00,4757.38,64.74 "09/11/2011 12:00","None",0,2,45,9,11,2011,24,795.90,4957.89,50.82,12.00,20.40,478.36,583.00,4782.90,64.74 "09/11/2011 12:30","None",0,2,45,9,11,2011,25,807.70,4982.86,50.82,12.00,22.20,479.52,596.00,4784.08,64.74 "09/11/2011 13:00","None",0,2,45,9,11,2011,26,818.40,4992.97,50.82,12.00,22.20,486.09,563.00,4728.47,64.70 "09/11/2011 13:30","None",0,2,45,9,11,2011,27,825.80,4868.86,50.82,11.00,20.40,478.76,598.00,4618.44,63.05 "09/11/2011 14:00","None",0,2,45,9,11,2011,28,833.30,4849.84,46.77,11.00,14.80,490.94,565.00,4657.56,64.63 "09/11/2011 14:30","None",0,2,45,9,11,2011,29,840.50,4904.19,49.30,12.00,16.70,493.10,543.00,4687.82,64.63 "09/11/2011 15:00","None",0,2,45,9,11,2011,30,847.90,4882.18,48.84,12.00,18.50,488.31,552.00,4730.37,64.63 "09/11/2011 15:30","None",0,2,45,9,11,2011,31,856.70,4972.84,50.82,12.00,22.20,479.37,622.00,4812.68,64.63 "09/11/2011 16:00","None",0,2,45,9,11,2011,32,866.10,5096.41,49.30,11.00,20.40,469.58,660.00,4936.63,64.63 "09/11/2011 16:30","None",0,2,45,9,11,2011,33,877.60,5394.68,61.09,11.00,20.40,459.97,723.00,5228.21,64.57 "09/11/2011 17:00","None",0,2,45,9,11,2011,34,890.00,5662.69,183.71,11.00,20.40,454.47,699.00,5599.84,90.83 "09/11/2011 17:30","None",0,2,45,9,11,2011,35,902.80,5970.39,228.47,11.00,20.40,449.56,690.00,5687.56,395.64 "09/11/2011 18:00","None",0,2,45,9,11,2011,36,913.00,5961.83,220.79,11.00,20.40,448.59,724.00,5545.25,64.74 "09/11/2011 18:30","None",0,2,45,9,11,2011,37,917.70,5808.65,69.86,11.00,20.40,455.46,748.00,5378.27,64.74 "09/11/2011 19:00","None",0,2,45,9,11,2011,38,922.40,5679.75,63.24,11.00,20.40,449.62,752.00,5266.50,64.74 "09/11/2011 19:30","None",0,2,45,9,11,2011,39,925.60,5624.86,62.61,11.00,20.40,445.23,770.00,5170.57,64.74 "09/11/2011 20:00","None",0,2,45,9,11,2011,40,930.80,5469.83,62.61,11.00,18.50,451.00,745.00,5016.90,64.74 "09/11/2011 20:30","None",0,2,45,9,11,2011,41,937.30,5295.44,50.82,11.00,18.50,456.20,780.00,4863.00,63.16 "09/11/2011 21:00","None",0,2,45,9,11,2011,42,943.60,5176.06,50.82,10.00,18.50,434.50,867.00,4670.71,63.16 "09/11/2011 21:30","None",0,2,45,9,11,2011,43,949.50,4960.11,50.82,10.00,16.70,419.31,901.00,4452.48,60.63 "09/11/2011 22:00","None",0,2,45,9,11,2011,44,954.90,4734.82,46.77,10.00,16.70,427.59,868.00,4186.67,55.47 "09/11/2011 22:30","None",0,2,45,9,11,2011,45,958.10,4441.14,46.77,10.00,18.50,445.05,869.00,3963.78,46.18 "09/11/2011 23:00","None",0,2,45,9,11,2011,46,880.10,4282.56,46.18,10.00,18.50,453.02,920.00,3852.02,45.32 "09/11/2011 23:30","None",0,2,45,9,11,2011,47,872.60,4149.59,45.32,10.00,18.50,430.75,979.00,3600.42,45.30 "10/11/2011 00:00","None",0,3,45,10,11,2011,0,864.00,3785.18,45.32,10.00,20.40,426.83,946.00,3374.50,44.90 "10/11/2011 00:30","None",0,3,45,10,11,2011,1,850.60,3547.66,45.30,10.00,18.50,414.55,905.00,3193.03,44.87 "10/11/2011 01:00","None",0,3,45,10,11,2011,2,837.50,3400.48,44.90,10.00,18.50,385.51,887.00,3054.49,44.87 "10/11/2011 01:30","None",0,3,45,10,11,2011,3,826.80,3290.03,44.87,10.00,18.50,392.82,861.00,2902.85,44.07 "10/11/2011 02:00","None",0,3,45,10,11,2011,4,813.80,3127.11,44.87,10.00,22.20,419.50,670.00,2808.14,44.70 "10/11/2011 02:30","None",0,3,45,10,11,2011,5,795.80,3062.39,44.00,9.00,14.80,405.79,767.00,2757.95,44.87 "10/11/2011 03:00","None",0,3,45,10,11,2011,6,777.90,3007.13,43.21,10.00,16.70,434.27,696.00,2738.15,44.87 "10/11/2011 03:30","None",0,3,45,10,11,2011,7,759.60,2979.10,43.21,10.00,18.50,441.15,701.00,2725.39,44.87 "10/11/2011 04:00","None",0,3,45,10,11,2011,8,742.00,2980.65,43.21,10.00,13.00,449.84,664.00,2724.43,44.87 "10/11/2011 04:30","None",0,3,45,10,11,2011,9,725.80,2927.14,0.00,9.00,11.10,450.98,654.00,2726.71,44.87 "10/11/2011 05:00","None",0,3,45,10,11,2011,10,711.30,2938.09,0.00,9.00,11.10,444.63,653.00,2786.21,44.87 "10/11/2011 05:30","None",0,3,45,10,11,2011,11,702.20,2987.49,43.21,9.00,14.80,451.43,605.00,2856.41,44.70 "10/11/2011 06:00","None",0,3,45,10,11,2011,12,691.10,3219.89,43.38,9.00,14.80,448.33,580.00,3060.87,43.38 "10/11/2011 06:30","None",0,3,45,10,11,2011,13,680.00,3499.50,43.41,10.00,16.70,415.32,735.00,3333.90,44.16 "10/11/2011 07:00","None",0,3,45,10,11,2011,14,667.30,3923.15,44.79,10.00,16.70,430.04,767.00,3856.21,44.48 "10/11/2011 07:30","None",0,3,45,10,11,2011,15,655.10,4391.59,49.43,10.00,20.40,423.64,794.00,4147.88,46.07 "10/11/2011 08:00","None",0,3,45,10,11,2011,16,642.20,4590.86,51.70,10.00,18.50,446.77,795.00,4267.19,46.07 "10/11/2011 08:30","None",0,3,45,10,11,2011,17,632.40,4723.73,56.02,11.00,22.20,452.53,704.00,4340.13,46.07 "10/11/2011 09:00","None",0,3,45,10,11,2011,18,626.40,4783.17,57.80,11.00,22.20,449.35,712.00,4497.99,47.91 "10/11/2011 09:30","None",0,3,45,10,11,2011,19,626.70,4910.30,61.19,12.00,20.40,453.64,700.00,4568.06,49.05 "10/11/2011 10:00","None",0,3,45,10,11,2011,20,627.40,4929.28,61.18,12.00,22.20,457.81,684.00,4565.81,49.05 "10/11/2011 10:30","None",0,3,45,10,11,2011,21,632.10,4934.91,61.25,13.00,22.20,458.71,710.00,4572.64,49.05 "10/11/2011 11:00","None",0,3,45,10,11,2011,22,638.20,4956.89,58.91,13.00,22.20,462.60,692.00,4595.68,50.54 "10/11/2011 11:30","None",0,3,45,10,11,2011,23,643.20,4970.18,59.18,13.00,25.90,463.50,665.00,4574.77,50.54 "10/11/2011 12:00","None",0,3,45,10,11,2011,24,649.20,4980.98,59.54,13.00,27.80,459.27,668.00,4576.16,50.54 "10/11/2011 12:30","None",0,3,45,10,11,2011,25,656.40,5060.93,61.50,13.00,27.80,461.44,684.00,4594.38,50.54 "10/11/2011 13:00","None",0,3,45,10,11,2011,26,662.90,5066.29,61.63,13.00,27.80,463.95,678.00,4526.87,48.60 "10/11/2011 13:30","None",0,3,45,10,11,2011,27,664.40,4980.42,59.33,13.00,29.60,457.01,743.00,4439.17,46.75 "10/11/2011 14:00","None",0,3,45,10,11,2011,28,666.00,4972.90,59.17,12.00,29.60,450.34,702.00,4476.89,46.75 "10/11/2011 14:30","None",0,3,45,10,11,2011,29,663.80,5045.22,60.96,12.00,29.60,448.96,750.00,4533.84,48.60 "10/11/2011 15:00","None",0,3,45,10,11,2011,30,665.10,5058.83,61.18,12.00,27.80,462.92,702.00,4575.83,49.05 "10/11/2011 15:30","None",0,3,45,10,11,2011,31,674.20,5159.63,60.47,12.00,27.80,464.11,733.00,4630.72,50.54 "10/11/2011 16:00","None",0,3,45,10,11,2011,32,685.80,5277.25,61.80,12.00,27.80,452.27,752.00,4744.22,91.40 "10/11/2011 16:30","None",0,3,45,10,11,2011,33,708.80,5539.27,76.70,12.00,27.80,455.11,773.00,5044.03,112.25 "10/11/2011 17:00","None",0,3,45,10,11,2011,34,730.58,5761.21,116.50,12.00,31.50,448.38,797.00,5429.87,139.93 "10/11/2011 17:30","None",0,3,45,10,11,2011,35,779.14,5932.73,222.70,11.00,33.30,435.53,841.00,5523.41,139.84 "10/11/2011 18:00","None",0,3,45,10,11,2011,36,826.64,5810.34,116.67,11.00,33.30,436.25,836.00,5435.99,139.83 "10/11/2011 18:30","None",0,3,45,10,11,2011,37,873.10,5670.38,89.15,12.00,31.50,424.01,887.00,5305.50,125.43 "10/11/2011 19:00","None",0,3,45,10,11,2011,38,917.91,5522.85,76.70,11.00,25.90,418.40,852.00,5212.93,108.09 "10/11/2011 19:30","None",0,3,45,10,11,2011,39,959.99,5487.24,61.80,11.00,29.60,407.91,897.00,5104.74,93.70 "10/11/2011 20:00","None",0,3,45,10,11,2011,40,997.69,5297.78,61.80,11.00,29.60,403.17,929.00,4921.19,50.54 "10/11/2011 20:30","None",0,3,45,10,11,2011,41,1042.02,5166.90,58.48,12.00,33.30,415.75,938.00,4770.44,49.05 "10/11/2011 21:00","None",0,3,45,10,11,2011,42,1083.30,5059.39,58.10,12.00,33.30,423.37,991.00,4582.91,46.75 "10/11/2011 21:30","None",0,3,45,10,11,2011,43,1121.33,4851.17,51.70,12.00,35.20,432.98,1040.00,4342.99,46.75 "10/11/2011 22:00","None",0,3,45,10,11,2011,44,1155.91,4576.47,45.48,12.00,33.30,426.87,1116.00,4075.45,46.75 "10/11/2011 22:30","None",0,3,45,10,11,2011,45,1187.28,4377.80,45.47,12.00,35.20,422.37,1160.00,3815.06,46.75 "10/11/2011 23:00","None",0,3,45,10,11,2011,46,1216.08,4163.98,45.48,12.00,37.00,403.72,1155.00,3697.85,46.32 "10/11/2011 23:30","None",0,3,45,10,11,2011,47,1242.61,4052.46,45.04,12.00,37.00,401.12,1173.00,3452.92,45.47 "11/11/2011 00:00","None",0,4,45,11,11,2011,0,1267.27,4110.71,45.04,12.00,37.00,397.18,1203.00,3162.33,45.03 "11/11/2011 00:30","None",0,4,45,11,11,2011,1,1289.92,3877.60,45.03,12.00,38.90,365.22,1212.00,2968.57,43.89 "11/11/2011 01:00","None",0,4,45,11,11,2011,2,1310.69,3668.79,43.68,12.00,38.90,340.10,1231.00,2803.24,43.41 "11/11/2011 01:30","None",0,4,45,11,11,2011,3,1328.15,3497.93,43.41,12.00,38.90,335.80,1180.00,2688.71,43.38 "11/11/2011 02:00","None",0,4,45,11,11,2011,4,1343.89,3340.74,43.38,12.00,40.70,340.70,1125.00,2601.80,43.38 "11/11/2011 02:30","None",0,4,45,11,11,2011,5,1360.11,3217.54,42.67,12.00,40.70,344.46,1088.00,2538.55,43.38 "11/11/2011 03:00","None",0,4,45,11,11,2011,6,1374.71,3130.62,27.20,12.00,40.70,355.86,986.00,2500.56,43.38 "11/11/2011 03:30","None",0,4,45,11,11,2011,7,1387.88,3085.42,27.20,12.00,42.60,357.83,988.00,2488.12,43.38 "11/11/2011 04:00","None",0,4,45,11,11,2011,8,1399.53,3071.20,27.20,12.00,50.00,358.04,1001.00,2495.17,43.38 "11/11/2011 04:30","None",0,4,45,11,11,2011,9,1409.69,3027.13,27.20,12.00,46.30,354.86,1001.00,2468.27,43.38 "11/11/2011 05:00","None",0,4,45,11,11,2011,10,1418.37,3025.73,27.20,12.00,46.30,358.96,979.00,2505.18,43.38 "11/11/2011 05:30","None",0,4,45,11,11,2011,11,1429.13,3067.46,27.20,12.00,46.30,360.61,973.00,2560.68,43.38 "11/11/2011 06:00","None",0,4,45,11,11,2011,12,1437.49,3129.89,28.21,12.00,48.20,353.50,1056.00,2753.18,44.98 "11/11/2011 06:30","None",0,4,45,11,11,2011,13,1442.76,3346.80,42.98,12.00,50.00,339.60,1119.00,3018.78,44.98 "11/11/2011 07:00","None",0,4,45,11,11,2011,14,1443.46,3613.23,44.74,12.00,57.40,344.83,1206.00,3513.47,46.58 "11/11/2011 07:30","None",0,4,45,11,11,2011,15,1437.02,3775.82,44.98,12.00,46.30,353.87,1400.00,3898.67,45.90 "11/11/2011 08:00","None",0,4,45,11,11,2011,16,1421.01,3892.00,44.98,10.00,37.00,360.75,1321.00,4088.00,46.58 "11/11/2011 08:30","None",0,4,45,11,11,2011,17,1428.81,4113.85,44.98,11.00,35.20,361.36,1309.00,4117.17,46.58 "11/11/2011 09:00","None",0,4,45,11,11,2011,18,1434.84,4445.96,46.65,12.00,38.90,363.25,1312.00,4238.03,58.10 "11/11/2011 09:30","None",0,4,45,11,11,2011,19,1439.11,4657.16,63.46,13.00,42.60,345.36,1313.00,4341.38,60.64 "11/11/2011 10:00","None",0,4,45,11,11,2011,20,1441.66,4791.56,67.82,13.00,48.20,360.75,1337.00,4342.56,60.64 "11/11/2011 10:30","None",0,4,45,11,11,2011,21,1442.47,4904.72,67.79,13.00,40.70,368.19,1329.00,4373.72,60.64 "11/11/2011 11:00","None",0,4,45,11,11,2011,22,1441.49,4958.16,68.52,13.00,40.70,367.28,1343.00,4390.74,60.64 "11/11/2011 11:30","None",0,4,45,11,11,2011,23,1443.45,4994.49,68.49,13.00,38.90,364.42,1338.00,4397.54,60.64 "11/11/2011 12:00","None",0,4,45,11,11,2011,24,1443.34,5064.26,68.47,13.00,38.90,367.61,1317.00,4424.80,60.64 "11/11/2011 12:30","None",0,4,45,11,11,2011,25,1440.86,5029.42,67.70,13.00,42.60,366.87,1364.00,4447.49,60.64 "11/11/2011 13:00","None",0,4,45,11,11,2011,26,1435.80,4951.04,67.68,13.00,40.70,362.08,1341.00,4394.54,60.64 "11/11/2011 13:30","None",0,4,45,11,11,2011,27,1427.58,4819.45,67.65,13.00,37.00,360.46,1357.00,4350.32,60.64 "11/11/2011 14:00","None",0,4,45,11,11,2011,28,1415.50,4727.77,67.19,13.00,33.30,360.38,1350.00,4363.94,60.64 "11/11/2011 14:30","None",0,4,45,11,11,2011,29,1417.68,4670.11,67.18,12.00,33.30,359.98,1329.00,4332.13,60.64 "11/11/2011 15:00","None",0,4,45,11,11,2011,30,1419.10,4655.70,67.17,12.00,33.30,359.41,1321.00,4315.27,60.64 "11/11/2011 15:30","None",0,4,45,11,11,2011,31,1419.58,4617.86,67.18,12.00,35.20,363.27,1345.00,4345.14,60.57 "11/11/2011 16:00","None",0,4,45,11,11,2011,32,1418.86,4639.94,67.18,12.00,37.00,366.98,1298.00,4418.92,60.16 "11/11/2011 16:30","None",0,4,45,11,11,2011,33,1417.35,4876.30,73.65,11.00,33.30,385.96,1353.00,4633.18,61.27 "11/11/2011 17:00","None",0,4,45,11,11,2011,34,1415.03,5149.37,76.31,11.00,35.20,398.48,1349.00,4964.34,134.08 "11/11/2011 17:30","None",0,4,45,11,11,2011,35,1425.43,5561.92,86.43,12.00,35.20,404.04,1319.00,5069.22,187.25 "11/11/2011 18:00","None",0,4,45,11,11,2011,36,1433.48,5639.85,164.12,12.00,31.50,390.73,1372.00,4980.06,131.99 "11/11/2011 18:30","None",0,4,45,11,11,2011,37,1440.35,5552.43,83.11,11.00,38.90,392.26,1380.00,4847.51,63.36 "11/11/2011 19:00","None",0,4,45,11,11,2011,38,1446.09,5395.44,77.02,11.00,29.60,382.36,1334.00,4766.49,63.36 "11/11/2011 19:30","None",0,4,45,11,11,2011,39,1450.88,5261.06,70.58,10.00,31.50,387.37,1332.00,4622.71,61.27 "11/11/2011 20:00","None",0,4,45,11,11,2011,40,1454.55,5074.36,68.50,11.00,29.60,389.08,1324.00,4411.00,60.60 "11/11/2011 20:30","None",0,4,45,11,11,2011,41,1451.91,4806.90,62.36,11.00,29.60,372.54,1293.00,4287.13,60.64 "11/11/2011 21:00","None",0,4,45,11,11,2011,42,1448.17,4666.75,46.58,11.00,29.60,362.57,1306.00,4104.75,60.20 "11/11/2011 21:30","None",0,4,45,11,11,2011,43,1443.00,4489.70,45.83,10.00,37.00,340.45,1330.00,3898.94,60.20 "11/11/2011 22:00","None",0,4,45,11,11,2011,44,1436.38,4325.34,45.83,10.00,31.50,342.50,1344.00,3737.78,57.06 "11/11/2011 22:30","None",0,4,45,11,11,2011,45,1428.05,4148.15,45.39,9.00,27.80,343.43,1384.00,3574.93,53.80 "11/11/2011 23:00","None",0,4,45,11,11,2011,46,1178.60,4076.33,45.39,10.00,27.80,372.83,1351.00,3545.60,53.80 "11/11/2011 23:30","None",0,4,45,11,11,2011,47,1140.00,4032.45,45.39,10.00,27.80,383.25,1326.00,3404.53,53.56 "12/11/2011 00:00","None",0,5,45,12,11,2011,0,1100.30,3689.07,44.98,10.00,20.40,374.74,1278.00,3183.09,50.96 "12/11/2011 00:30","None",0,5,45,12,11,2011,1,1058.00,3482.34,42.98,9.00,24.10,376.55,1214.00,3003.66,50.42 "12/11/2011 01:00","None",0,5,45,12,11,2011,2,1010.90,3327.25,42.98,9.00,25.90,375.30,1192.00,2861.57,50.09 "12/11/2011 01:30","None",0,5,45,12,11,2011,3,949.50,3197.19,42.98,8.00,13.00,389.38,1100.00,2716.38,50.09 "12/11/2011 02:00","None",0,5,45,12,11,2011,4,885.40,3075.09,42.65,8.00,9.30,409.08,956.00,2610.29,50.09 "12/11/2011 02:30","None",0,5,45,12,11,2011,5,815.80,2971.20,28.21,8.00,9.30,427.04,857.00,2541.29,7.44 "12/11/2011 03:00","None",0,5,45,12,11,2011,6,746.60,2904.19,28.21,7.00,11.10,434.38,804.00,2527.00,7.44 "12/11/2011 03:30","None",0,5,45,12,11,2011,7,678.70,2881.27,28.21,7.00,13.00,443.34,760.00,2511.02,50.09 "12/11/2011 04:00","None",0,5,45,12,11,2011,8,615.20,2873.74,42.65,7.00,11.10,454.69,698.00,2494.53,50.09 "12/11/2011 04:30","None",0,5,45,12,11,2011,9,561.30,2845.70,42.65,7.00,9.30,456.51,687.00,2467.49,50.09 "12/11/2011 05:00","None",0,5,45,12,11,2011,10,511.10,2853.26,42.98,6.00,5.60,460.92,655.00,2494.53,50.42 "12/11/2011 05:30","None",0,5,45,12,11,2011,11,469.00,2862.49,42.98,7.00,3.70,460.56,645.00,2547.53,50.42 "12/11/2011 06:00","None",0,5,45,12,11,2011,12,430.10,2950.60,42.35,7.00,7.40,484.51,616.00,2647.34,40.78 "12/11/2011 06:30","None",0,5,45,12,11,2011,13,403.20,3037.41,42.51,7.00,5.60,489.00,588.00,2753.58,41.23 "12/11/2011 07:00","None",0,5,45,12,11,2011,14,378.70,3232.26,42.51,6.00,5.60,506.52,536.00,2950.99,42.51 "12/11/2011 07:30","None",0,5,45,12,11,2011,15,361.40,3388.29,47.05,7.00,3.70,543.11,442.00,3051.56,42.51 "12/11/2011 08:00","None",0,5,45,12,11,2011,16,347.00,3451.25,42.51,7.00,3.70,548.25,406.00,3213.83,42.98 "12/11/2011 08:30","None",0,5,45,12,11,2011,17,341.50,3639.78,47.91,6.00,7.40,544.04,348.00,3467.21,42.98 "12/11/2011 09:00","None",0,5,45,12,11,2011,18,335.80,3916.55,45.21,8.00,7.40,532.46,280.00,3733.47,51.51 "12/11/2011 09:30","None",0,5,45,12,11,2011,19,330.20,4127.38,45.21,9.00,9.30,530.73,291.00,3916.82,48.49 "12/11/2011 10:00","None",0,5,45,12,11,2011,20,328.30,4283.10,45.21,10.00,11.10,511.58,295.00,4029.82,48.49 "12/11/2011 10:30","None",0,5,45,12,11,2011,21,334.80,4380.44,48.49,11.00,11.10,510.83,310.00,4096.35,97.21 "12/11/2011 11:00","None",0,5,45,12,11,2011,22,344.70,4417.93,48.49,10.00,11.10,512.57,267.00,4136.85,93.93 "12/11/2011 11:30","None",0,5,45,12,11,2011,23,360.10,4458.07,48.49,11.00,16.70,544.06,219.00,4124.36,93.50 "12/11/2011 12:00","None",0,5,45,12,11,2011,24,372.90,4499.64,55.96,12.00,16.70,542.80,249.00,4140.87,93.50 "12/11/2011 12:30","None",0,5,45,12,11,2011,25,380.50,4527.88,55.96,12.00,20.40,529.27,305.00,4170.26,93.50 "12/11/2011 13:00","None",0,5,45,12,11,2011,26,384.50,4514.12,52.68,12.00,20.40,543.53,258.00,4130.16,93.50 "12/11/2011 13:30","None",0,5,45,12,11,2011,27,375.60,4455.52,52.68,12.00,24.10,518.38,284.00,4055.17,93.50 "12/11/2011 14:00","None",0,5,45,12,11,2011,28,368.40,4401.96,52.68,12.00,24.10,524.83,281.00,4001.07,93.50 "12/11/2011 14:30","None",0,5,45,12,11,2011,29,359.80,4394.82,52.68,12.00,22.20,536.86,253.00,3962.80,91.70 "12/11/2011 15:00","None",0,5,45,12,11,2011,30,359.00,4384.26,52.68,12.00,20.40,537.39,279.00,3945.59,91.70 "12/11/2011 15:30","None",0,5,45,12,11,2011,31,377.90,4431.71,52.68,12.00,20.40,538.40,268.00,3973.56,91.70 "12/11/2011 16:00","None",0,5,45,12,11,2011,32,401.90,4511.93,52.68,12.00,18.50,533.99,275.00,4119.63,91.70 "12/11/2011 16:30","None",0,5,45,12,11,2011,33,440.60,4834.34,85.03,11.00,14.80,523.39,346.00,4498.65,97.83 "12/11/2011 17:00","None",0,5,45,12,11,2011,34,295.43,5237.80,122.02,11.00,18.50,513.83,392.00,4993.46,145.11 "12/11/2011 17:30","None",0,5,45,12,11,2011,35,366.54,5450.34,152.70,11.00,27.80,488.50,434.00,5133.84,145.11 "12/11/2011 18:00","None",0,5,45,12,11,2011,36,438.97,5465.32,129.33,11.00,24.10,480.69,474.00,5041.59,97.21 "12/11/2011 18:30","None",0,5,45,12,11,2011,37,516.32,5325.43,121.49,12.00,27.80,468.64,542.00,4865.79,48.49 "12/11/2011 19:00","None",0,5,45,12,11,2011,38,597.12,5175.64,114.02,12.00,25.90,466.20,594.00,4708.71,48.49 "12/11/2011 19:30","None",0,5,45,12,11,2011,39,679.59,5000.12,91.88,12.00,31.50,451.51,643.00,4497.29,45.21 "12/11/2011 20:00","None",0,5,45,12,11,2011,40,761.73,4820.62,77.56,12.00,31.50,438.98,741.00,4319.69,45.21 "12/11/2011 20:30","None",0,5,45,12,11,2011,41,837.65,4556.56,45.21,12.00,31.50,439.07,734.00,4139.75,45.21 "12/11/2011 21:00","None",0,5,45,12,11,2011,42,907.29,4407.42,45.21,12.00,31.50,450.03,765.00,3953.01,45.21 "12/11/2011 21:30","None",0,5,45,12,11,2011,43,968.48,4291.13,45.21,12.00,35.20,435.12,810.00,3785.71,44.78 "12/11/2011 22:00","None",0,5,45,12,11,2011,44,1020.52,4154.46,45.21,12.00,35.20,414.43,850.00,3641.22,45.64 "12/11/2011 22:30","None",0,5,45,12,11,2011,45,1064.12,3994.19,44.78,13.00,38.90,413.95,897.00,3516.93,45.21 "12/11/2011 23:00","None",0,5,45,12,11,2011,46,1100.32,3959.98,44.78,13.00,35.20,415.30,951.00,3492.00,45.21 "12/11/2011 23:30","None",0,5,45,12,11,2011,47,1129.67,3935.40,44.78,13.00,37.00,377.80,1032.00,3328.86,45.21 "13/11/2011 00:00","None",0,6,45,13,11,2011,0,1160.40,3685.96,44.78,13.00,35.20,380.76,1089.00,3139.96,44.78 "13/11/2011 00:30","None",0,6,45,13,11,2011,1,1190.74,3534.78,44.78,13.00,37.00,369.24,1107.00,2967.33,44.78 "13/11/2011 01:00","None",0,6,45,13,11,2011,2,1219.93,3374.53,42.35,13.00,37.00,366.41,1062.00,2814.34,40.97 "13/11/2011 01:30","None",0,6,45,13,11,2011,3,1247.39,3230.64,41.19,13.00,35.20,341.59,1077.00,2676.31,40.78 "13/11/2011 02:00","None",0,6,45,13,11,2011,4,1272.62,3105.17,40.78,13.00,35.20,347.42,1003.00,2560.82,40.78 "13/11/2011 02:30","None",0,6,45,13,11,2011,5,1279.13,2973.35,40.78,13.00,33.30,360.26,898.00,2453.29,39.28 "13/11/2011 03:00","None",0,6,45,13,11,2011,6,1285.62,2910.20,39.28,13.00,40.70,365.95,874.00,2382.81,25.46 "13/11/2011 03:30","None",0,6,45,13,11,2011,7,1292.13,2863.08,39.28,13.00,35.20,375.99,847.00,2346.84,25.46 "13/11/2011 04:00","None",0,6,45,13,11,2011,8,1298.03,2823.09,25.46,13.00,33.30,378.47,826.00,2314.09,25.46 "13/11/2011 04:30","None",0,6,45,13,11,2011,9,1303.52,2788.43,25.46,13.00,38.90,374.99,845.00,2282.02,25.46 "13/11/2011 05:00","None",0,6,45,13,11,2011,10,1308.60,2750.13,25.46,13.00,38.90,377.23,801.00,2279.91,25.46 "13/11/2011 05:30","None",0,6,45,13,11,2011,11,1303.82,2739.63,25.46,13.00,37.00,386.79,785.00,2285.45,25.46 "13/11/2011 06:00","None",0,6,45,13,11,2011,12,1300.57,2764.60,26.62,13.00,33.30,390.89,768.00,2324.97,26.62 "13/11/2011 06:30","None",0,6,45,13,11,2011,13,1296.95,2801.55,26.62,13.00,29.60,385.35,767.00,2335.78,26.62 "13/11/2011 07:00","None",0,6,45,13,11,2011,14,1292.87,2875.25,26.62,13.00,27.80,384.88,746.00,2427.26,26.62 "13/11/2011 07:30","None",0,6,45,13,11,2011,15,1288.40,2996.68,40.44,13.00,35.20,367.93,865.00,2459.11,26.62 "13/11/2011 08:00","None",0,6,45,13,11,2011,16,1283.53,3029.29,40.80,13.00,31.50,354.23,855.00,2509.67,39.12 "13/11/2011 08:30","None",0,6,45,13,11,2011,17,1272.71,3187.92,41.05,13.00,37.00,352.78,843.00,2693.77,40.81 "13/11/2011 09:00","None",0,6,45,13,11,2011,18,1260.96,3422.34,42.45,13.00,29.60,329.52,1017.00,2971.21,42.49 "13/11/2011 09:30","None",0,6,45,13,11,2011,19,1247.64,3691.23,46.11,13.00,33.30,341.35,1149.00,3172.32,42.73 "13/11/2011 10:00","None",0,6,45,13,11,2011,20,1232.65,3855.09,44.28,13.00,27.80,382.31,1195.00,3349.07,43.62 "13/11/2011 10:30","None",0,6,45,13,11,2011,21,1217.36,4008.51,44.28,13.00,27.80,408.87,1178.00,3463.71,44.59 "13/11/2011 11:00","None",0,6,45,13,11,2011,22,1203.39,4116.58,44.28,13.00,31.50,412.04,1185.00,3557.30,47.65 "13/11/2011 11:30","None",0,6,45,13,11,2011,23,1184.03,4227.25,44.71,13.00,29.60,420.24,1193.00,3649.34,44.85 "13/11/2011 12:00","None",0,6,45,13,11,2011,24,1163.70,4332.92,44.71,13.00,29.60,415.39,1203.00,3782.44,50.44
Initial pretraining setup
...