├── examples ├── .DS_Store ├── CA-USA_lt_tcw.png ├── ME-USA_lt_nbr.png ├── ME-USA_lt_tcw.png ├── SC-USA_lt_tcw.png ├── CA-USA_ccdc_tcw.png ├── EGYPT_ccdc_tcg.png ├── ME-USA_ccdc_nbr.png ├── ME-USA_ccdc_ndvi.png ├── ME-USA_ccdc_tcw.png ├── ME-USA_lt_ndvi.png ├── SC-USA_ccdc_tcw.png ├── EGYPT_lt_tcg_01-03.png ├── EGYPT_lt_tcg_01-12.png ├── EGYPT_lt_tcg_04-06.png ├── EGYPT_lt_tcg_07-09.png ├── EGYPT_lt_tcg_10-12.png ├── ME-USA_lt_tcw_0601-0920.png ├── ME-USA_lt_tcw_0610-0901.png ├── ME-USA_lt_tcw_0610-1001.png ├── ME-USA_lt_tcw_0701-0920.png ├── ME-USA_lt_tcw_0701-1001.png ├── COLOMBIA_lt_tcw_1985-2020.png ├── COLOMBIA_lt_tcw_2000-2020.png ├── COLOMBIA_ccdc_tcw_1985-2020.png ├── COLOMBIA_ccdc_tcw_2000-2020.png ├── COLOMBIA_lt_tcw_2000-2020.csv ├── COLOMBIA_lt_tcw_1985-2020.csv ├── ME-USA_lt_nbr.csv ├── ME-USA_lt_ndvi.csv ├── EGYPT_lt_tcg_04-06.csv ├── EGYPT_lt_tcg_10-12.csv ├── ME-USA_lt_tcw_0610-0901.csv ├── ME-USA_lt_tcw.csv ├── EGYPT_lt_tcg_07-09.csv ├── ME-USA_lt_tcw_0610-1001.csv ├── ME-USA_lt_tcw_0701-1001.csv ├── ME-USA_lt_tcw_0601-0920.csv ├── ME-USA_lt_tcw_0701-0920.csv ├── EGYPT_lt_tcg_01-12.csv ├── SC-USA_lt_tcw.csv ├── EGYPT_lt_tcg_01-03.csv ├── CA-USA_lt_tcw.csv ├── COLOMBIA_ccdc_tcw_2000-2020.csv ├── COLOMBIA_ccdc_tcw_1985-2020.csv ├── EGYPT_ccdc_tcg.csv └── SC-USA_ccdc_tcw.csv ├── README.md ├── LICENSE └── LandTrendr-CCDC.js /examples/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/parevalo/landtrendr-ccdc/HEAD/examples/.DS_Store -------------------------------------------------------------------------------- /examples/CA-USA_lt_tcw.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/parevalo/landtrendr-ccdc/HEAD/examples/CA-USA_lt_tcw.png -------------------------------------------------------------------------------- /examples/ME-USA_lt_nbr.png: 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-------------------------------------------------------------------------------- /examples/COLOMBIA_lt_tcw_1985-2020.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,989",-532.039,-733.653 3 | "1,992","-1,356.086","-1,114.782" 4 | "1,994","-1,250.801","-1,368.867" 5 | "1,995","-1,664.634","-1,495.91" 6 | "1,996","-1,025.788","-1,622.953" 7 | "1,997","-1,729.305","-1,749.996" 8 | "1,998","-2,315.396","-1,877.038" 9 | "1,999","-1,441.083","-2,004.081" 10 | "2,000","-2,024.982","-2,131.124" 11 | "2,001","-2,406.977","-2,258.167" 12 | "2,002","-1,341.251","-1,803.28" 13 | "2,003","-1,470.773","-1,348.393" 14 | "2,005",-492.937,-438.62 15 | "2,006",-821.937,-462.249 16 | "2,007",-742.412,-485.878 17 | "2,009",-537.471,-533.136 18 | "2,010",-694.18,-556.766 19 | "2,011",-875.627,-580.395 20 | "2,012",-693.422,-604.024 21 | "2,014",-438.514,-651.283 22 | "2,015",-702.1,-674.912 23 | "2,016",-700.575,-698.541 24 | "2,018",-752.839,-745.799 25 | "2,019",-662.427,-769.429 26 | "2,020",-651.915,-793.058 27 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_nbr.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",698.982,718.485 3 | "1,986",730.408,721.745 4 | "1,988",734.709,728.265 5 | "1,989",683.673,731.525 6 | "1,990",787.787,734.785 7 | "1,991",752.066,738.045 8 | "1,992",774.93,741.305 9 | "1,993",730.302,744.565 10 | "1,994",756.39,747.825 11 | "1,995",736.65,751.085 12 | "1,996",723.824,754.345 13 | "1,997",773.151,757.605 14 | "1,998",715.424,760.865 15 | "1,999",762.228,764.125 16 | "2,000",785.391,767.384 17 | "2,001",786.683,770.644 18 | "2,002",386.8,386.8 19 | "2,003",287.434,287.434 20 | "2,004",405.243,398.68 21 | "2,005",509.794,509.926 22 | "2,006",619.072,621.172 23 | "2,007",541.785,629.227 24 | "2,008",620.377,637.282 25 | "2,009",640.887,645.337 26 | "2,010",604.368,653.392 27 | "2,011",728.931,661.447 28 | "2,012",727.434,669.501 29 | "2,013",740.307,677.556 30 | "2,014",603.653,685.611 31 | "2,015",550.746,693.666 32 | "2,016",643.857,701.721 33 | "2,017",720.93,709.776 34 | "2,018",733.294,717.831 35 | "2,019",784.788,725.886 36 | "2,020",775.112,733.941 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_ndvi.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",766.275,745.725 3 | "1,986",754.857,748.274 4 | "1,988",765.279,753.371 5 | "1,989",774.194,755.92 6 | "1,990",823.322,758.469 7 | "1,991",593.557,761.018 8 | "1,992",766.646,763.567 9 | "1,993",759.968,766.115 10 | "1,994",746.624,768.664 11 | "1,995",767.026,771.213 12 | "1,996",824.9,773.762 13 | "1,997",782.75,776.311 14 | "1,998",758.723,778.859 15 | "1,999",779.38,781.408 16 | "2,000",777.921,783.957 17 | "2,001",821.75,786.506 18 | "2,002",643.022,643.022 19 | "2,003",620.289,655.378 20 | "2,004",637.951,667.734 21 | "2,005",697.825,680.091 22 | "2,006",728.832,692.447 23 | "2,007",703.121,704.803 24 | "2,008",760.043,717.159 25 | "2,009",807.566,729.515 26 | "2,010",777.289,741.872 27 | "2,011",798.735,754.228 28 | "2,012",816.538,766.584 29 | "2,013",833.333,778.94 30 | "2,014",726.975,791.296 31 | "2,015",740.643,803.653 32 | "2,016",752.418,816.009 33 | "2,017",830.389,828.365 34 | "2,018",841.794,840.721 35 | "2,019",853.644,853.077 36 | "2,020",851.157,865.434 37 | -------------------------------------------------------------------------------- /examples/EGYPT_lt_tcg_04-06.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-158.629,-283.998 3 | "1,988",-307.808,-256.084 4 | "1,989",-171.042,-246.779 5 | "1,990",-225.63,-237.474 6 | "1,991",-193.809,-228.17 7 | "1,992",-149,-218.865 8 | "1,993",-204.655,-209.56 9 | "1,994",-216.022,-200.256 10 | "1,995",-38.447,-190.951 11 | "1,996",-198.555,-181.646 12 | "1,997",-207.175,-172.341 13 | "1,998",-214.659,-163.037 14 | "1,999",-263.059,-153.732 15 | "2,000",-229.376,-144.427 16 | "2,001",-197.969,-135.122 17 | "2,002",-200.987,-125.818 18 | "2,003",-238.892,-116.513 19 | "2,004",-263.899,-107.208 20 | "2,005",-237.178,-97.903 21 | "2,006",-206.875,-88.599 22 | "2,007",-165.485,-79.294 23 | "2,008",-199,-69.989 24 | "2,009",-64.364,-60.685 25 | "2,010",146.091,-51.38 26 | "2,011",541.471,-42.075 27 | "2,012",582.533,582.533 28 | "2,013","2,837.966","1,030.019" 29 | "2,014","2,471.431","1,477.504" 30 | "2,015","2,946.013","1,924.989" 31 | "2,016",657.755,"2,372.474" 32 | "2,017",-56.032,-56.032 33 | "2,018",-98.076,15.588 34 | "2,019",23.589,87.208 35 | "2,020",239.128,158.828 36 | -------------------------------------------------------------------------------- /examples/EGYPT_lt_tcg_10-12.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,986",-240.299,-599.137 3 | "1,987",-183.094,-553.732 4 | "1,988",-266.071,-508.327 5 | "1,989",-239.816,-462.923 6 | "1,990",-197.966,-417.518 7 | "1,991",-192.2,-372.113 8 | "1,992",-199.978,-326.709 9 | "1,993",-150.576,-281.304 10 | "1,994",-107.557,-235.899 11 | "1,995",-127.868,-190.495 12 | "1,996",-171.645,-145.09 13 | "1,997",-178.527,-99.685 14 | "1,998",-230.956,-54.28 15 | "1,999",-268.571,-8.876 16 | "2,000",-265.688,36.529 17 | "2,001",-252.467,81.934 18 | "2,002",-213.022,127.338 19 | "2,003",-245.402,172.743 20 | "2,004",-309.234,218.148 21 | "2,005",-237.118,263.552 22 | "2,006",-331.776,308.957 23 | "2,007",-190.12,354.362 24 | "2,008",-332.394,399.766 25 | "2,009",71.576,445.171 26 | "2,010",368.1,490.576 27 | "2,011",144.393,535.98 28 | "2,012",871.627,581.385 29 | "2,013","2,619.623",626.79 30 | "2,014","2,505.934",672.195 31 | "2,015",685.222,717.599 32 | "2,016",738.591,763.004 33 | "2,017","1,288.706",808.409 34 | "2,018",1.339,853.813 35 | "2,019",166.645,899.218 36 | "2,020","1,857.942",944.623 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw_0610-0901.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-347.443,-343.736 3 | "1,986",-434.77,-334.24 4 | "1,988",-399.327,-315.247 5 | "1,989",-364.069,-305.751 6 | "1,991",-0.982,-286.759 7 | "1,992",-221.619,-277.263 8 | "1,993",-284.94,-267.766 9 | "1,995",-216.988,-248.774 10 | "1,996",-312.943,-239.278 11 | "1,997",-182.575,-229.782 12 | "1,998",-338.17,-220.286 13 | "1,999",-210.614,-210.79 14 | "2,000",-145.646,-201.293 15 | "2,001",-209.915,-191.797 16 | "2,002","-1,701.787","-1,701.787" 17 | "2,003","-1,409.472","-1,515.669" 18 | "2,004","-1,631.17","-1,329.551" 19 | "2,005","-1,132.101","-1,143.433" 20 | "2,006",-841.553,-957.315 21 | "2,007","-1,087.87",-911.751 22 | "2,008","-1,010.207",-866.187 23 | "2,009",-640.102,-820.624 24 | "2,010",-811.756,-775.06 25 | "2,011",-286.143,-729.496 26 | "2,012",-451.142,-683.933 27 | "2,013",-389.744,-638.369 28 | "2,014",-827.276,-592.806 29 | "2,015",-872.996,-547.242 30 | "2,016",-585.847,-501.678 31 | "2,017",-426.803,-456.115 32 | "2,018",-382.517,-410.551 33 | "2,019",-413.198,-364.987 34 | "2,020",-295.665,-319.424 35 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-347.443,-274.175 3 | "1,986",-290.51,-270.39 4 | "1,988",-268.812,-262.819 5 | "1,989",-364.069,-259.034 6 | "1,990",-184.513,-255.249 7 | "1,991",-0.982,-251.463 8 | "1,992",-218.641,-247.678 9 | "1,993",-284.94,-243.893 10 | "1,994",-238.891,-240.108 11 | "1,995",-216.988,-236.322 12 | "1,996",-312.943,-232.537 13 | "1,997",-182.575,-228.752 14 | "1,998",-338.17,-224.967 15 | "1,999",-210.614,-221.181 16 | "2,000",-145.646,-217.396 17 | "2,001",-209.915,-213.611 18 | "2,002","-1,344.67","-1,344.67" 19 | "2,003","-1,623.648","-1,258.306" 20 | "2,004","-1,366.413","-1,171.943" 21 | "2,005","-1,132.101","-1,085.579" 22 | "2,006",-841.553,-999.215 23 | "2,007","-1,087.87",-912.851 24 | "2,008",-868.408,-826.487 25 | "2,009",-683.555,-740.123 26 | "2,010",-811.756,-653.759 27 | "2,011",-408.914,-567.395 28 | "2,012",-451.142,-481.031 29 | "2,013",-368.722,-394.667 30 | "2,014",-726.974,-652.46 31 | "2,015",-872.996,-910.253 32 | "2,016",-585.847,-749.938 33 | "2,017",-402.327,-589.623 34 | "2,018",-382.517,-429.308 35 | "2,019",-229.079,-268.992 36 | "2,020",-276.419,-108.677 37 | -------------------------------------------------------------------------------- /examples/EGYPT_lt_tcg_07-09.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-95.277,-164.658 3 | "1,986",-181.848,-167.221 4 | "1,988",-197.275,-172.346 5 | "1,989",-203.592,-174.909 6 | "1,990",-197.912,-177.471 7 | "1,991",-127.216,-180.034 8 | "1,992",-208.028,-182.597 9 | "1,993",-179.101,-185.159 10 | "1,994",-201.22,-187.722 11 | "1,995",-38.998,-190.284 12 | "1,996",-200.79,-192.847 13 | "1,997",-58.271,-195.41 14 | "1,998",-173.135,-197.972 15 | "1,999",-241.384,-200.535 16 | "2,000",-297.243,-203.098 17 | "2,001",-230.144,-205.66 18 | "2,002",-218.657,-208.223 19 | "2,003",-247.833,-210.785 20 | "2,004",-288.932,-213.348 21 | "2,005",-215.56,-215.911 22 | "2,006",-201.287,-218.473 23 | "2,007",-165.212,-221.036 24 | "2,008",-190.814,-223.599 25 | "2,009",-194.149,-226.161 26 | "2,010","2,522.039",562.23 27 | "2,011","2,627.525","1,350.621" 28 | "2,012","2,608.371","2,139.013" 29 | "2,013","2,444.442","2,927.404" 30 | "2,014","2,917.826","3,715.795" 31 | "2,015","1,921.256","3,014.244" 32 | "2,016","1,350.738","2,312.692" 33 | "2,017","2,350.236","1,611.141" 34 | "2,018",58.921,909.589 35 | "2,019",283.123,208.038 36 | "2,020",144.296,-493.514 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw_0610-1001.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-349.537,-298.973 3 | "1,986",-290.51,-293.968 4 | "1,988",-268.812,-283.956 5 | "1,989",-325.738,-278.951 6 | "1,990",-184.513,-273.945 7 | "1,991",-266.676,-268.939 8 | "1,992",-218.641,-263.934 9 | "1,993",-284.94,-258.928 10 | "1,994",-238.891,-253.922 11 | "1,995",-216.988,-248.916 12 | "1,996",-312.943,-243.911 13 | "1,997",-182.575,-238.905 14 | "1,998",-338.17,-233.899 15 | "1,999",-210.614,-228.894 16 | "2,000",-145.646,-223.888 17 | "2,001",-214.471,-218.882 18 | "2,002","-1,344.67","-1,344.67" 19 | "2,003","-1,623.648","-1,359.72" 20 | "2,004","-1,366.413","-1,374.771" 21 | "2,005","-1,132.101","-1,112.95" 22 | "2,006",-841.553,-851.129 23 | "2,007",-906.622,-779.829 24 | "2,008",-868.408,-708.53 25 | "2,009",-683.555,-637.23 26 | "2,010",-541.019,-565.931 27 | "2,011",-408.914,-494.631 28 | "2,012",-394.311,-423.331 29 | "2,013",-368.722,-352.032 30 | "2,014",-798.481,-798.481 31 | "2,015",-872.996,-688.537 32 | "2,016",-585.847,-578.593 33 | "2,017",-402.327,-468.649 34 | "2,018",-382.517,-387.08 35 | "2,019",-229.079,-305.512 36 | "2,020",-276.419,-223.943 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw_0701-1001.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-349.537,-315.256 3 | "1,986",-290.51,-305.972 4 | "1,988",-328.314,-287.406 5 | "1,989",-317.952,-278.123 6 | "1,990",-184.513,-268.84 7 | "1,991",-266.676,-259.557 8 | "1,992",-218.641,-250.274 9 | "1,993",-193.201,-240.991 10 | "1,994",-238.891,-231.708 11 | "1,995",-216.988,-222.425 12 | "1,996",-312.943,-213.142 13 | "1,997",-220.962,-203.859 14 | "1,998",-259.618,-194.576 15 | "1,999",-132.325,-185.293 16 | "2,000",-149.248,-176.01 17 | "2,001",-209.915,-166.727 18 | "2,002","-1,344.67","-1,344.67" 19 | "2,003","-1,215.812","-1,215.812" 20 | "2,004","-1,366.413","-1,366.413" 21 | "2,005","-1,041.007","-1,091.388" 22 | "2,006",-841.553,-816.363 23 | "2,007",-859.07,-750.469 24 | "2,008",-840.38,-684.575 25 | "2,009",-640.102,-618.681 26 | "2,010",-541.019,-552.787 27 | "2,011",-408.914,-486.893 28 | "2,012",-400.024,-420.999 29 | "2,013",-368.722,-355.106 30 | "2,014",-798.481,-798.481 31 | "2,015",-600.262,-694.879 32 | "2,016",-599.544,-591.277 33 | "2,017",-402.327,-487.675 34 | "2,018",-382.517,-384.072 35 | "2,019",-229.079,-280.47 36 | "2,020",-276.419,-176.868 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw_0601-0920.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-347.443,-306.362 3 | "1,986",-290.51,-300.819 4 | "1,988",-268.812,-289.733 5 | "1,989",-364.069,-284.19 6 | "1,990",-184.513,-278.647 7 | "1,991",-266.676,-273.104 8 | "1,992",-232.403,-267.561 9 | "1,993",-284.94,-262.018 10 | "1,994",-238.891,-256.475 11 | "1,995",-216.988,-250.932 12 | "1,996",-312.943,-245.389 13 | "1,997",-182.575,-239.846 14 | "1,998",-338.17,-234.303 15 | "1,999",-210.614,-228.76 16 | "2,000",-145.646,-223.217 17 | "2,001",-209.915,-217.674 18 | "2,002","-1,344.67","-1,344.67" 19 | "2,003","-1,623.648","-1,263.64" 20 | "2,004","-1,366.413","-1,182.609" 21 | "2,005","-1,132.101","-1,101.578" 22 | "2,006",-841.553,"-1,020.547" 23 | "2,007","-1,087.87",-939.516 24 | "2,008",-868.408,-858.486 25 | "2,009",-683.555,-777.455 26 | "2,010",-811.756,-666.9 27 | "2,011",-408.914,-556.345 28 | "2,012",-451.142,-445.79 29 | "2,013",-368.722,-335.235 30 | "2,014",-726.974,-628.687 31 | "2,015",-872.996,-922.139 32 | "2,016",-585.847,-758.582 33 | "2,017",-402.327,-595.026 34 | "2,018",-382.517,-431.469 35 | "2,019",-229.079,-267.912 36 | "2,020",-276.419,-104.355 37 | -------------------------------------------------------------------------------- /examples/ME-USA_lt_tcw_0701-0920.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-347.443,-314.387 3 | "1,986",-290.51,-305.808 4 | "1,988",-328.314,-288.65 5 | "1,989",-325.738,-280.071 6 | "1,990",-184.513,-271.493 7 | "1,991",-266.676,-262.914 8 | "1,992",-218.641,-254.335 9 | "1,993",-193.201,-245.756 10 | "1,994",-238.891,-237.177 11 | "1,995",-216.988,-228.598 12 | "1,996",-312.943,-220.02 13 | "1,997",-182.575,-211.441 14 | "1,998",-259.618,-202.862 15 | "1,999",-132.325,-194.283 16 | "2,000",-145.646,-185.704 17 | "2,001",-236.602,-177.126 18 | "2,002","-1,452.039","-1,452.039" 19 | "2,003","-1,215.812","-1,215.812" 20 | "2,004","-1,366.413","-1,128.972" 21 | "2,005","-1,041.007","-1,042.133" 22 | "2,006",-841.553,-955.293 23 | "2,007",-673.337,-868.454 24 | "2,008",-840.38,-781.615 25 | "2,009",-574.691,-694.775 26 | "2,010",-700.413,-607.936 27 | "2,011",-408.914,-408.914 28 | "2,012",-394.311,-389.917 29 | "2,013",-368.722,-370.919 30 | "2,014",-726.974,-726.974 31 | "2,015",-600.262,-639.873 32 | "2,016",-599.544,-552.773 33 | "2,017",-402.327,-465.672 34 | "2,018",-382.517,-378.572 35 | "2,019",-229.079,-291.471 36 | "2,020",-276.419,-204.371 37 | -------------------------------------------------------------------------------- /examples/EGYPT_lt_tcg_01-12.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-158.629,-202.788 3 | "1,986",-127.421,-202.409 4 | "1,987",-251.137,-202.029 5 | "1,988",-205.849,-201.65 6 | "1,989",-203.704,-201.27 7 | "1,990",-197.912,-200.891 8 | "1,991",-193.809,-200.512 9 | "1,992",-208.028,-200.132 10 | "1,993",-204.655,-199.753 11 | "1,994",-201.22,-199.373 12 | "1,995",-98.066,-198.994 13 | "1,996",-245.219,-198.614 14 | "1,997",-199.864,-198.235 15 | "1,998",-249.537,-197.856 16 | "1,999",-262.212,-197.476 17 | "2,000",-297.243,-197.097 18 | "2,001",-179.95,-196.717 19 | "2,002",-138.751,-196.338 20 | "2,003",-231.234,-195.958 21 | "2,004",-198.439,-195.579 22 | "2,005",-215.56,-195.2 23 | "2,006",-199.501,-194.82 24 | "2,007",-165.485,-194.441 25 | "2,008",-184.003,-194.061 26 | "2,009",-110.623,-193.682 27 | "2,010","2,439.389",506.228 28 | "2,011","1,822.173","1,206.139" 29 | "2,012",850.972,"1,906.049" 30 | "2,013","2,619.623","2,453.475" 31 | "2,014","2,917.826","3,000.9" 32 | "2,015","1,680.492","2,444.178" 33 | "2,016","2,206.984","1,887.456" 34 | "2,017","1,288.706","1,330.734" 35 | "2,018",161.986,774.011 36 | "2,019",511.022,217.289 37 | "2,020",152.677,-339.433 38 | -------------------------------------------------------------------------------- /examples/SC-USA_lt_tcw.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-282.368,-244.646 3 | "1,986",-261.996,-244.91 4 | "1,987",-251.789,-245.174 5 | "1,988",-131.668,-245.439 6 | "1,989",-215.653,-245.703 7 | "1,990",-317.75,-245.967 8 | "1,991",-250.293,-246.232 9 | "1,992",-292.131,-246.496 10 | "1,993",-248.794,-246.76 11 | "1,994","-1,950.06","-1,950.06" 12 | "1,995","-1,170.297","-2,034.231" 13 | "1,996","-2,550.368","-2,118.401" 14 | "1,997",-970.171,"-1,678.642" 15 | "1,998","-1,051.737","-1,238.882" 16 | "1,999",-954.926,-799.123 17 | "2,000",-513.202,-359.364 18 | "2,001",-457.989,-356.211 19 | "2,002",-387.982,-353.058 20 | "2,003",-83.647,-349.905 21 | "2,004",-294.952,-346.751 22 | "2,005",-174.936,-343.598 23 | "2,006",-297.056,-340.445 24 | "2,007",-362.111,-337.292 25 | "2,008",-742.166,-334.139 26 | "2,009",-387.029,-330.986 27 | "2,010",-210.987,-327.833 28 | "2,011",-428.549,-324.68 29 | "2,012",-405.431,-321.526 30 | "2,013",-225.1,-318.373 31 | "2,014",-316.808,-315.22 32 | "2,015",-362.874,-312.067 33 | "2,016",-270.637,-308.914 34 | "2,017",-313.42,-305.761 35 | "2,018",-299.755,-302.608 36 | "2,019",-306.272,-299.454 37 | "2,020","-2,405.4","-2,405.4" 38 | -------------------------------------------------------------------------------- /examples/EGYPT_lt_tcg_01-03.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985",-125.856,-238.731 3 | "1,986",-170.992,-238.345 4 | "1,987",-251.137,-237.958 5 | "1,988",-293.365,-237.571 6 | "1,989",-324.869,-237.184 7 | "1,990",-235.243,-236.798 8 | "1,991",-180.517,-236.411 9 | "1,992",-324.064,-236.024 10 | "1,993",-239.79,-235.637 11 | "1,994",-310.149,-235.251 12 | "1,995",-120.648,-234.864 13 | "1,996",-281.641,-234.477 14 | "1,997",-278.487,-234.09 15 | "1,998",-218.591,-233.704 16 | "1,999",-279.026,-233.317 17 | "2,000",-152.039,-232.93 18 | "2,001",-244.692,-232.543 19 | "2,002",-183.677,-232.157 20 | "2,003",-190.564,-231.77 21 | "2,004",-235.11,-231.383 22 | "2,005",-227.707,-230.996 23 | "2,006",-259.417,-230.61 24 | "2,007",-244.205,-230.223 25 | "2,008",-225.588,-229.836 26 | "2,009",-195.255,-229.449 27 | "2,010","3,130.75",419.076 28 | "2,011","2,742.915","1,067.602" 29 | "2,012","2,357.572","1,716.128" 30 | "2,013","2,547.507","2,364.654" 31 | "2,014","3,265.093","3,013.18" 32 | "2,015","2,569.522","3,661.706" 33 | "2,016","3,652.25","3,082.119" 34 | "2,017","2,085.936","2,502.533" 35 | "2,018","1,364.303","1,922.946" 36 | "2,019","2,585.019","1,343.359" 37 | "2,020",158.243,763.773 38 | -------------------------------------------------------------------------------- /examples/CA-USA_lt_tcw.csv: -------------------------------------------------------------------------------- 1 | Year,Original,Fitted 2 | "1,985","-1,860.696","-1,439.423" 3 | "1,986","-1,589.554","-1,425.691" 4 | "1,987","-1,416.033","-1,411.959" 5 | "1,988","-1,839.873","-1,398.227" 6 | "1,989","-1,543.474","-1,384.495" 7 | "1,990","-1,173.098","-1,370.763" 8 | "1,991","-1,136.246","-1,357.031" 9 | "1,992","-1,218.098","-1,343.299" 10 | "1,993","-1,207.324","-1,329.567" 11 | "1,994","-1,094.484","-1,315.835" 12 | "1,995",-971.536,"-1,302.103" 13 | "1,996",-810.947,"-1,288.371" 14 | "1,997",-899.631,"-1,274.639" 15 | "1,998","-1,267.519","-1,260.907" 16 | "1,999","-1,441.687","-1,247.175" 17 | "2,000","-1,143.666","-1,233.443" 18 | "2,001","-1,089.436","-1,219.711" 19 | "2,002","-1,138.255","-1,205.979" 20 | "2,003","-1,329.398","-1,192.247" 21 | "2,004","-1,453.489","-1,178.515" 22 | "2,005","-1,422.451","-1,164.783" 23 | "2,006","-1,401.94","-1,151.051" 24 | "2,007","-2,295.323","-2,088.292" 25 | "2,008","-2,922.018","-3,025.533" 26 | "2,009","-3,133.425","-3,133.425" 27 | "2,010","-3,925.019","-3,925.019" 28 | "2,011","-4,002.34","-4,111.566" 29 | "2,012","-4,352.727","-4,298.114" 30 | "2,013","-4,297.361","-4,273.499" 31 | "2,014","-4,236.953","-4,248.884" 32 | "2,015","-4,802.132","-4,581.45" 33 | "2,016","-4,803.675","-4,914.016" 34 | "2,017","-4,508.692","-4,711.82" 35 | "2,018","-4,521.542","-4,509.625" 36 | "2,019","-4,241.734","-4,307.429" 37 | "2,020","-4,199.329","-4,105.234" 38 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # LandTrendr-CCDC Comparison Tool 2 | 3 | **This tool can be used to visualize and compare the outputs of the LandTrendr and CCDC algorithms for a single Landsat pixel** 4 | 5 | The scripts in this repository facilitate interactively running the LandTrendr (Landsat-based detection of Trends in Disturbance and Recovery) and CCDC (Continuous Change Detection and Classification) algorithms concurrently for clicked pixels, and resulting charts enable comparison of both time series inputs and temporal segmentation results. This repository includes a modified copy of LandTrendr utilities and relies on functionality from the CCDC algorithm API. 6 | 7 | **Getting started:** 8 | 9 | The tool packaged as an Earth Engine App can be found [here](https://parevalo-bu.users.earthengine.app/view/landtrendr-ccdc). 10 | 11 | Alternatively, if you want to access the tool's source code, you can add the repository to your Earth Engine scripts by clicking [here](https://code.earthengine.google.com/?accept_repo=users/parevalo_bu/landtrendr-ccdc), it will be displayed in the Reader section. The visualization tool is accessible by running `LandTrendr-CCDC.js`. 12 | 13 | For this script to work correctly, users must also enable access to CCDC visualization utilities by clicking [here](https://code.earthengine.google.com/?accept_repo=users/parevalo_bu/gee-ccdc-tools) to connect to the GEE-CCDC Tools repository, also described [here](https://github.com/parevalo/gee-ccdc-tools). 14 | 15 | Key parameters for the LandTrendr and CCDC algorithms can be adjusted in the left-hand panel, and clicking the map will interactively display both LandTrendr and CCDC Landsat inputs and segmentation results for the selected pixel in a set of charts in the right-hand panel. _Note: CCDC is a more computationally intensive algorithm and results may be slow to load and display._ 16 | 17 | Additional LandTrendr utilities are included in `LandTrendr.js` and a description of the original LandTrendr utilities can be found [here](https://emapr.github.io/LT-GEE/). 18 | 19 | ## Manuscript 20 | This tool was designed to accompany an in-prep manuscript intended to provide high-level comparison current limitations, ongoing challenges, and opportunities for future integration and comparison of LandTrendr and CCDC approaches and map products. 21 | 22 | Example CSVs and PNGs generated using the comparison tool are available in the [examples](https://github.com/parevalo/landtrendr-ccdc/tree/main/examples) directory, and an iPython notebook for recreating key figures from the manuscript is available [here](https://github.com/parevalo/landtrendr-ccdc/blob/main/paper_figures.ipynb). 23 | 24 | ## Citations 25 | 26 | LandTrendr implementation in GEE: Kennedy, R.E., Yang, Z., Gorelick, N., Braaten, J., Cavalcante, L., Cohen, W.B., Healey, S. (2018). [Implementation of the LandTrendr Algorithm on Google Earth Engine](https://www.mdpi.com/2072-4292/10/5/691). _Remote Sensing_. 10, 691. 27 | 28 | CCDC implementation in GEE: _Coming soon!_ 29 | 30 | Third-party CCDC utilities used in this tool: Arévalo, P., Bullock, E.L., Woodcock, C.E., Olofsson, P., 2020. A Suite of Tools for Continuous Land Change Monitoring in Google Earth Engine. Front. Clim. 2. https://doi.org/10.3389/fclim.2020.576740 31 | 32 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /examples/COLOMBIA_ccdc_tcw_2000-2020.csv: -------------------------------------------------------------------------------- 1 | Date,Observation,fit 1,fit 2,fit 3,fit 4,fit 5,fit 6 2 | "Jan 1, 2000",,,,,,, 3 | "Jan 5, 2000",-0.197,-0.193,,,,, 4 | "Jan 29, 2000",-0.214,-0.191,,,,, 5 | "Feb 6, 2000",,-0.19,,,,, 6 | "Feb 6, 2000",,-0.19,,,,, 7 | "Feb 14, 2000",-0.211,-0.19,,,,, 8 | "Mar 14, 2000",,-0.187,,,,, 9 | "Apr 19, 2000",,-0.182,,,,, 10 | "Apr 26, 2000",-0.149,-0.181,,,,, 11 | "May 12, 2000",,-0.18,,,,, 12 | "May 26, 2000",,-0.178,,,,, 13 | "Jun 5, 2000",,-0.178,,,,, 14 | "Jun 13, 2000",,-0.177,,,,, 15 | "Jul 2, 2000",,-0.176,,,,, 16 | "Jul 31, 2000",,-0.175,,,,, 17 | "Aug 7, 2000",,-0.176,,,,, 18 | "Aug 8, 2000",-0.21,-0.176,,,,, 19 | "Sep 1, 2000",,-0.176,,,,, 20 | "Sep 9, 2000",,-0.176,,,,, 21 | "Sep 13, 2000",,-0.176,,,,, 22 | "Oct 11, 2000",-0.289,-0.178,,,,, 23 | "Oct 19, 2000",,-0.178,,,,, 24 | "Oct 19, 2000",,-0.178,,,,, 25 | "Nov 4, 2000",,-0.178,,,,, 26 | "Nov 25, 2000",,-0.179,,,,, 27 | "Dec 22, 2000",,-0.179,,,,, 28 | "Jan 1, 2001",,-0.178,,,,, 29 | "Jan 23, 2001",,-0.177,,,,, 30 | "Jan 31, 2001",-0.228,-0.176,,,,, 31 | "Feb 6, 2001",,-0.176,,,,, 32 | "Feb 16, 2001",-0.095,-0.175,,,,, 33 | "Feb 24, 2001",,-0.174,,,,, 34 | "Mar 12, 2001",,-0.172,,,,, 35 | "Mar 15, 2001",,-0.172,,,,, 36 | "Mar 28, 2001",,-0.17,,,,, 37 | "Apr 20, 2001",,-0.168,,,,, 38 | "May 7, 2001",,-0.166,,,,, 39 | "May 23, 2001",,-0.164,,,,, 40 | "May 27, 2001",,-0.164,,,,, 41 | "Jun 16, 2001",-0.164,-0.162,,,,, 42 | "Jun 24, 2001",,-0.162,,,,, 43 | "Jul 2, 2001",,-0.162,,,,, 44 | "Jul 2, 2001",,-0.162,,,,, 45 | "Aug 8, 2001",,-0.161,,,,, 46 | "Aug 27, 2001",-0.252,-0.161,,,,, 47 | "Sep 4, 2001",,-0.162,,,,, 48 | "Sep 13, 2001",,-0.162,,,,, 49 | "Oct 6, 2001",,-0.163,,,,, 50 | "Oct 14, 2001",,-0.163,,,,, 51 | "Oct 20, 2001",,-0.163,,,,, 52 | "Oct 22, 2001",,-0.164,,,,, 53 | "Nov 7, 2001",,-0.164,,,,, 54 | "Nov 15, 2001",,-0.164,,,,, 55 | "Nov 23, 2001",-0.142,-0.164,,,,, 56 | "Nov 25, 2001",,-0.164,,,,, 57 | "Dec 25, 2001",,-0.164,,,,, 58 | "Jan 1, 2002",,-0.164,,,,, 59 | "Jan 10, 2002",,-0.163,,,,, 60 | "Jan 18, 2002",,-0.163,,,,, 61 | "Feb 6, 2002",,-0.161,,,,, 62 | "Mar 15, 2002",,-0.158,,,,, 63 | "Mar 15, 2002",,-0.158,,,,, 64 | "Apr 20, 2002",,-0.153,,,,, 65 | "May 27, 2002",,-0.149,,,,, 66 | "Jun 3, 2002",-0.285,-0.149,,,,, 67 | "Jun 19, 2002",,-0.148,,,,, 68 | "Jul 2, 2002",,-0.147,,,,, 69 | "Jul 21, 2002",-0.135,-0.147,,,,, 70 | "Aug 6, 2002",,-0.147,,,,, 71 | "Aug 8, 2002",,-0.147,,,,, 72 | "Sep 7, 2002",,-0.147,,,,, 73 | "Sep 13, 2002",,-0.147,,,,, 74 | "Sep 23, 2002",-0.152,-0.148,,,,, 75 | "Oct 20, 2002",,-0.149,,,,, 76 | "Oct 25, 2002",,-0.149,,,,, 77 | "Nov 10, 2002",-0.143,-0.15,,,,, 78 | "Nov 25, 2002",,-0.15,,,,, 79 | "Dec 12, 2002",,-0.15,,,,, 80 | "Dec 28, 2002",-0.14,-0.149,,,,, 81 | "Jan 1, 2003",,-0.149,,,,, 82 | "Jan 13, 2003",,-0.149,,,,, 83 | "Jan 29, 2003",,-0.148,,,,, 84 | "Feb 6, 2003",,-0.147,,,,, 85 | "Feb 14, 2003",-0.185,-0.146,,,,, 86 | "Mar 2, 2003",,-0.145,,,,, 87 | "Mar 15, 2003",,-0.143,,,,, 88 | "Apr 19, 2003",,-0.139,,,,, 89 | "Apr 20, 2003",,-0.139,,,,, 90 | "May 27, 2003",,-0.135,,,,, 91 | "Jul 2, 2003",,-0.133,,,,, 92 | "Aug 8, 2003",,-0.132,,,,, 93 | "Aug 25, 2003",-0.146,-0.132,,,,, 94 | "Sep 13, 2003",,-0.133,,,,, 95 | "Oct 20, 2003",,-0.134,,,,, 96 | "Oct 28, 2003",,-0.135,,,,, 97 | "Nov 13, 2003",,-0.135,,,,, 98 | "Nov 25, 2003",,-0.135,,,,, 99 | "Dec 7, 2003",,-0.135,,,,, 100 | "Dec 15, 2003",,-0.135,,,,, 101 | "Dec 23, 2003",,-0.135,,,,, 102 | "Jan 1, 2004",,-0.135,,,,, 103 | "Jan 16, 2004",-0.124,-0.134,,,,, 104 | "Jan 24, 2004",-0.161,-0.134,,,,, 105 | "Feb 1, 2004",-0.175,-0.133,,,,, 106 | "Feb 6, 2004",,-0.133,,,,, 107 | "Feb 9, 2004",,-0.132,,,,, 108 | "Mar 12, 2004",,-0.129,,,,, 109 | "Mar 14, 2004",,-0.129,,,,, 110 | "Apr 13, 2004",-0.123,-0.125,,,,, 111 | "Apr 19, 2004",,-0.124,,,,, 112 | "May 26, 2004",,-0.121,,,,, 113 | "Jul 2, 2004",,-0.118,,,,, 114 | "Jul 2, 2004",,-0.118,,,,, 115 | "Jul 18, 2004",,-0.118,,,,, 116 | "Aug 7, 2004",,-0.118,,,,, 117 | "Sep 13, 2004",,-0.119,,,,, 118 | "Oct 14, 2004",,-0.12,,,,, 119 | "Oct 19, 2004",,-0.12,,,,, 120 | "Oct 22, 2004",,-0.12,,,,, 121 | "Oct 30, 2004",,-0.12,,,,, 122 | "Nov 15, 2004",,-0.121,,,,, 123 | "Nov 23, 2004",-0.107,-0.121,,,,, 124 | "Nov 25, 2004",,-0.121,,,,, 125 | "Dec 9, 2004",-0.118,-0.121,,,,, 126 | "Dec 17, 2004",,-0.121,,,,, 127 | "Dec 25, 2004",-0.113,-0.121,,,,, 128 | "Jan 1, 2005",,-0.12,,,,, 129 | "Jan 26, 2005",-0.109,-0.119,,,,, 130 | "Feb 6, 2005",,-0.118,,,,, 131 | "Mar 15, 2005",,-0.114,,,,, 132 | "Apr 20, 2005",,-0.11,,,,, 133 | "Apr 24, 2005",,-0.109,,,,, 134 | "May 18, 2005",,-0.107,,,,, 135 | "May 27, 2005",,-0.106,,,,, 136 | "Jul 2, 2005",,-0.104,,,,, 137 | "Jul 13, 2005",,-0.103,,,,, 138 | "Aug 8, 2005",,-0.103,,,,, 139 | "Aug 14, 2005",,-0.103,,,,, 140 | "Aug 22, 2005",-0.049,-0.103,,,,, 141 | "Aug 30, 2005",,-0.104,,,,, 142 | "Sep 13, 2005",,-0.104,,,,, 143 | "Sep 23, 2005",,-0.104,,,,, 144 | "Oct 1, 2005",-0.116,-0.105,,,,, 145 | "Oct 20, 2005",,,,,,, 146 | "Nov 10, 2005",,,,,,, 147 | "Nov 18, 2005",,,,,,, 148 | "Nov 25, 2005",,,,,,, 149 | "Nov 26, 2005",,,,,,, 150 | "Jan 1, 2006",,,,,,, 151 | "Jan 21, 2006",,,,,,, 152 | "Feb 6, 2006",,,,,,, 153 | "Feb 6, 2006",-0.096,,-0.068,,,, 154 | "Feb 14, 2006",-0.102,,-0.069,,,, 155 | "Feb 22, 2006",,,-0.069,,,, 156 | "Mar 15, 2006",,,-0.069,,,, 157 | "Apr 3, 2006",,,-0.067,,,, 158 | "Apr 20, 2006",,,-0.065,,,, 159 | "May 21, 2006",,,-0.062,,,, 160 | "May 27, 2006",,,-0.062,,,, 161 | "Jul 2, 2006",,,-0.064,,,, 162 | "Aug 8, 2006",,,-0.068,,,, 163 | "Sep 2, 2006",-0.083,,-0.069,,,, 164 | "Sep 10, 2006",-0.082,,-0.069,,,, 165 | "Sep 13, 2006",,,-0.069,,,, 166 | "Sep 26, 2006",,,-0.068,,,, 167 | "Oct 20, 2006",,,-0.065,,,, 168 | "Nov 21, 2006",,,-0.062,,,, 169 | "Nov 25, 2006",,,-0.062,,,, 170 | "Nov 29, 2006",,,-0.062,,,, 171 | "Dec 31, 2006",-0.066,,-0.064,,,, 172 | "Jan 1, 2007",,,-0.064,,,, 173 | "Jan 16, 2007",-0.07,,-0.065,,,, 174 | "Feb 1, 2007",-0.072,,-0.067,,,, 175 | "Feb 6, 2007",,,-0.068,,,, 176 | "Feb 25, 2007",,,-0.069,,,, 177 | "Mar 15, 2007",,,-0.068,,,, 178 | "Mar 21, 2007",,,-0.068,,,, 179 | "Apr 20, 2007",,,-0.065,,,, 180 | "May 27, 2007",,,-0.062,,,, 181 | "Jul 2, 2007",,,-0.063,,,, 182 | "Jul 19, 2007",-0.071,,-0.065,,,, 183 | "Aug 8, 2007",,,-0.068,,,, 184 | "Sep 5, 2007",,,-0.069,,,, 185 | "Sep 13, 2007",,,-0.068,,,, 186 | "Oct 20, 2007",,,-0.065,,,, 187 | "Nov 25, 2007",,,-0.062,,,, 188 | "Jan 1, 2008",,,-0.063,,,, 189 | "Jan 11, 2008",-0.059,,-0.065,,,, 190 | "Jan 27, 2008",,,-0.066,,,, 191 | "Feb 4, 2008",-0.069,,-0.067,,,, 192 | "Feb 6, 2008",,,-0.067,,,, 193 | "Mar 7, 2008",-0.062,,-0.068,,,, 194 | "Mar 14, 2008",,,-0.068,,,, 195 | "Mar 15, 2008",,,-0.068,,,, 196 | "Apr 8, 2008",-0.063,,-0.066,,,, 197 | "Apr 16, 2008",-0.062,,-0.065,,,, 198 | "Apr 19, 2008",,,-0.065,,,, 199 | "May 10, 2008",-0.057,,-0.062,,,, 200 | "May 26, 2008",,,-0.061,,,, 201 | "Jul 2, 2008",,,-0.063,,,, 202 | "Aug 7, 2008",,,-0.067,,,, 203 | "Sep 7, 2008",,,-0.068,,,, 204 | "Sep 13, 2008",,,-0.068,,,, 205 | "Oct 17, 2008",,,-0.065,,,, 206 | "Oct 19, 2008",,,-0.064,,,, 207 | "Oct 25, 2008",-0.059,,-0.064,,,, 208 | "Nov 10, 2008",,,-0.062,,,, 209 | "Nov 18, 2008",,,-0.062,,,, 210 | "Nov 25, 2008",,,-0.061,,,, 211 | "Dec 4, 2008",,,-0.061,,,, 212 | "Dec 12, 2008",-0.064,,-0.062,,,, 213 | "Dec 20, 2008",-0.053,,-0.062,,,, 214 | "Dec 28, 2008",-0.053,,-0.063,,,, 215 | "Jan 1, 2009",,,-0.063,,,, 216 | "Jan 21, 2009",,,-0.065,,,, 217 | "Feb 6, 2009",,,-0.067,,,, 218 | "Feb 14, 2009",,,-0.068,,,, 219 | "Mar 10, 2009",-0.056,,-0.068,,,, 220 | "Mar 15, 2009",,,-0.068,,,, 221 | "Mar 18, 2009",,,-0.068,,,, 222 | "Mar 26, 2009",,,-0.067,,,, 223 | "Apr 20, 2009",,,-0.064,,,, 224 | "May 27, 2009",,,-0.061,,,, 225 | "Jul 2, 2009",,,-0.063,,,, 226 | "Jul 24, 2009",-0.075,,-0.066,,,, 227 | "Aug 8, 2009",,,-0.067,,,, 228 | "Aug 9, 2009",,,-0.067,,,, 229 | "Aug 17, 2009",,,-0.068,,,, 230 | "Sep 2, 2009",-0.053,,-0.068,,,, 231 | "Sep 10, 2009",,,-0.068,,,, 232 | "Sep 13, 2009",,,-0.068,,,, 233 | "Sep 26, 2009",,,-0.067,,,, 234 | "Oct 4, 2009",-0.065,,-0.066,,,, 235 | "Oct 12, 2009",,,-0.065,,,, 236 | "Oct 20, 2009",,,-0.064,,,, 237 | "Oct 20, 2009",,,-0.064,,,, 238 | "Nov 13, 2009",,,-0.062,,,, 239 | "Nov 25, 2009",,,-0.061,,,, 240 | "Dec 7, 2009",-0.057,,-0.061,,,, 241 | "Dec 31, 2009",-0.059,,-0.063,,,, 242 | "Jan 1, 2010",,,-0.063,,,, 243 | "Jan 24, 2010",,,-0.066,,,, 244 | "Feb 6, 2010",,,-0.067,,,, 245 | "Feb 17, 2010",,,-0.068,,,, 246 | "Mar 15, 2010",,,-0.068,,,, 247 | "Mar 21, 2010",-0.068,,-0.067,,,, 248 | "Apr 20, 2010",,,-0.064,,,, 249 | "Apr 22, 2010",,,-0.064,,,, 250 | "May 8, 2010",,,-0.062,,,, 251 | "May 24, 2010",-0.063,,-0.061,,,, 252 | "May 27, 2010",,,-0.061,,,, 253 | "Jul 2, 2010",,,-0.063,,,, 254 | "Aug 8, 2010",,,-0.067,,,, 255 | "Aug 12, 2010",,,-0.067,,,, 256 | "Aug 28, 2010",,,-0.068,,,, 257 | "Sep 13, 2010",,,-0.068,,,, 258 | "Sep 13, 2010",-0.07,,-0.068,,,, 259 | "Oct 20, 2010",,,-0.064,,,, 260 | "Oct 31, 2010",-0.065,,-0.063,,,, 261 | "Nov 25, 2010",,,-0.061,,,, 262 | "Dec 18, 2010",,,-0.061,,,, 263 | "Jan 1, 2011",,,-0.063,,,, 264 | "Jan 27, 2011",,,-0.066,,,, 265 | "Feb 4, 2011",,,-0.066,,,, 266 | "Feb 6, 2011",,,-0.067,,,, 267 | "Feb 20, 2011",-0.061,,-0.068,,,, 268 | "Mar 15, 2011",,,-0.067,,,, 269 | "Apr 1, 2011",,,-0.066,,,, 270 | "Apr 20, 2011",,,-0.064,,,, 271 | "Apr 25, 2011",,,-0.063,,,, 272 | "May 11, 2011",,,-0.062,,,, 273 | "May 27, 2011",,,-0.061,,,, 274 | "May 27, 2011",,,-0.061,,,, 275 | "Jun 12, 2011",,,-0.061,,,, 276 | "Jun 28, 2011",,,-0.062,,,, 277 | "Jul 2, 2011",,,-0.062,,,, 278 | "Jul 14, 2011",,,-0.064,,,, 279 | "Jul 30, 2011",-0.001,,-0.066,,,, 280 | "Aug 7, 2011",-0.065,,-0.066,,,, 281 | "Aug 8, 2011",,,-0.067,,,, 282 | "Aug 31, 2011",,,-0.068,,,, 283 | "Sep 13, 2011",,,-0.067,,,, 284 | "Sep 16, 2011",,,-0.067,,,, 285 | "Oct 2, 2011",-0.075,,-0.066,,,, 286 | "Oct 18, 2011",,,-0.064,,,, 287 | "Oct 20, 2011",,,-0.064,,,, 288 | "Nov 11, 2011",-0.056,,-0.061,,,, 289 | "Nov 25, 2011",,,-0.061,,,, 290 | "Dec 21, 2011",-0.055,,-0.061,,,, 291 | "Jan 1, 2012",,,-0.062,,,, 292 | "Jan 6, 2012",,,-0.063,,,, 293 | "Jan 22, 2012",-0.055,,-0.065,,,, 294 | "Feb 6, 2012",,,-0.066,,,, 295 | "Feb 23, 2012",,,-0.067,,,, 296 | "Mar 14, 2012",,,-0.067,,,, 297 | "Apr 19, 2012",,,-0.064,,,, 298 | "May 13, 2012",,,-0.061,,,, 299 | "May 26, 2012",,,-0.06,,,, 300 | "Jun 14, 2012",,,-0.061,,,, 301 | "Jul 2, 2012",,,-0.062,,,, 302 | "Aug 7, 2012",,,-0.066,,,, 303 | "Sep 13, 2012",,,-0.067,,,, 304 | "Sep 18, 2012",-0.069,,-0.067,,,, 305 | "Oct 19, 2012",,,-0.063,,,, 306 | "Nov 25, 2012",,,-0.06,,,, 307 | "Jan 1, 2013",,,-0.062,,,, 308 | "Jan 8, 2013",,,-0.063,,,, 309 | "Jan 24, 2013",,,-0.065,,,, 310 | "Feb 6, 2013",,,-0.066,,,, 311 | "Feb 25, 2013",,,-0.067,,,, 312 | "Mar 13, 2013",,,-0.067,,,, 313 | "Mar 15, 2013",,,-0.067,,,, 314 | "Apr 20, 2013",,,-0.063,,,, 315 | "May 27, 2013",,,-0.06,,,, 316 | "Jun 25, 2013",,,-0.061,,,, 317 | "Jul 2, 2013",,,-0.062,,,, 318 | "Jul 3, 2013",,,-0.062,,,, 319 | "Aug 4, 2013",,,-0.066,,,, 320 | "Aug 8, 2013",,,-0.066,,,, 321 | "Sep 13, 2013",,,-0.067,,,, 322 | "Sep 13, 2013",,,-0.067,,,, 323 | "Sep 21, 2013",-0.076,,-0.066,,,, 324 | "Oct 7, 2013",-0.043,,-0.065,,,, 325 | "Oct 15, 2013",-0.07,,-0.064,,,, 326 | "Oct 20, 2013",,,-0.063,,,, 327 | "Oct 23, 2013",,,-0.063,,,, 328 | "Nov 25, 2013",,,-0.06,,,, 329 | "Dec 10, 2013",-0.058,,-0.06,,,, 330 | "Dec 18, 2013",,,-0.061,,,, 331 | "Dec 26, 2013",-0.019,,-0.061,,,, 332 | "Jan 1, 2014",,,-0.062,,,, 333 | "Jan 3, 2014",-0.067,,-0.062,,,, 334 | "Jan 11, 2014",-0.058,,-0.063,,,, 335 | "Jan 27, 2014",,,-0.065,,,, 336 | "Feb 4, 2014",-0.054,,-0.066,,,, 337 | "Feb 6, 2014",,,-0.066,,,, 338 | "Feb 20, 2014",,,-0.067,,,, 339 | "Mar 15, 2014",,,-0.067,,,, 340 | "Mar 16, 2014",,,-0.067,,,, 341 | "Apr 1, 2014",,,-0.065,,,, 342 | "Apr 20, 2014",,,-0.063,,,, 343 | "May 19, 2014",,,-0.06,,,, 344 | "May 27, 2014",,,-0.06,,,, 345 | "Jul 2, 2014",,,-0.062,,,, 346 | "Jul 6, 2014",-0.038,,-0.062,,,, 347 | "Aug 8, 2014",,,-0.066,,,, 348 | "Aug 23, 2014",,,-0.067,,,, 349 | "Aug 31, 2014",-0.022,,-0.067,,,, 350 | "Sep 8, 2014",,,-0.067,,,, 351 | "Sep 13, 2014",,,-0.067,,,, 352 | "Sep 24, 2014",,,-0.066,,,, 353 | "Oct 18, 2014",-0.073,,-0.063,,,, 354 | "Oct 20, 2014",,,-0.063,,,, 355 | "Nov 3, 2014",,,-0.061,,,, 356 | "Nov 11, 2014",,,-0.061,,,, 357 | "Nov 25, 2014",,,-0.06,,,, 358 | "Dec 13, 2014",,,-0.06,,,, 359 | "Dec 21, 2014",-0.06,,-0.061,,,, 360 | "Dec 29, 2014",,,-0.061,,,, 361 | "Jan 1, 2015",,,-0.062,,,, 362 | "Jan 6, 2015",-0.054,,-0.062,,,, 363 | "Jan 14, 2015",,,-0.063,,,, 364 | "Feb 6, 2015",,,-0.066,,,, 365 | "Feb 7, 2015",-0.058,,-0.066,,,, 366 | "Feb 15, 2015",,,-0.066,,,, 367 | "Feb 23, 2015",,,-0.067,,,, 368 | "Mar 3, 2015",-0.064,,-0.067,,,, 369 | "Mar 15, 2015",,,-0.066,,,, 370 | "Mar 27, 2015",-0.064,,-0.066,,,, 371 | "Apr 4, 2015",-0.068,,-0.065,,,, 372 | "Apr 20, 2015",,,-0.063,,,, 373 | "May 27, 2015",,,-0.06,,,, 374 | "Jul 2, 2015",,,-0.061,,,, 375 | "Jul 9, 2015",,,-0.062,,,, 376 | "Aug 8, 2015",,,-0.066,,,, 377 | "Aug 18, 2015",-0.072,,-0.066,,,, 378 | "Aug 26, 2015",-0.083,,-0.067,,,, 379 | "Sep 3, 2015",-0.073,,-0.067,,,, 380 | "Sep 11, 2015",-0.065,,-0.066,,,, 381 | "Sep 13, 2015",,,-0.066,,,, 382 | "Sep 27, 2015",-0.072,,-0.065,,,, 383 | "Oct 5, 2015",-0.07,,-0.064,,,, 384 | "Oct 20, 2015",,,-0.063,,,, 385 | "Oct 21, 2015",-0.067,,-0.063,,,, 386 | "Oct 29, 2015",,,-0.062,,,, 387 | "Nov 14, 2015",,,-0.06,,,, 388 | "Nov 22, 2015",,,-0.06,,,, 389 | "Nov 25, 2015",,,-0.06,,,, 390 | "Dec 8, 2015",-0.059,,-0.06,,,, 391 | "Dec 16, 2015",-0.057,,-0.06,,,, 392 | "Dec 24, 2015",-0.055,,-0.061,,,, 393 | "Jan 1, 2016",,,-0.061,,,, 394 | "Jan 9, 2016",-0.054,,-0.062,,,, 395 | "Jan 17, 2016",,,-0.063,,,, 396 | "Jan 25, 2016",-0.058,,-0.064,,,, 397 | "Feb 2, 2016",,,-0.065,,,, 398 | "Feb 6, 2016",,,-0.065,,,, 399 | "Feb 18, 2016",,,-0.066,,,, 400 | "Feb 26, 2016",,,-0.066,,,, 401 | "Mar 5, 2016",,,-0.066,,,, 402 | "Mar 14, 2016",,,-0.066,,,, 403 | "Mar 21, 2016",,,-0.066,,,, 404 | "Mar 29, 2016",,,-0.065,,,, 405 | "Apr 19, 2016",,,-0.063,,,, 406 | "May 16, 2016",,,-0.06,,,, 407 | "May 26, 2016",,,-0.059,,,, 408 | "Jul 2, 2016",,,-0.061,,,, 409 | "Jul 11, 2016",,,-0.062,,,, 410 | "Aug 7, 2016",,,-0.065,,,, 411 | "Aug 12, 2016",,,-0.066,,,, 412 | "Aug 20, 2016",-0.072,,-0.066,,,, 413 | "Aug 28, 2016",,,-0.066,,,, 414 | "Sep 13, 2016",,,-0.066,,,, 415 | "Sep 13, 2016",,,-0.066,,,, 416 | "Sep 21, 2016",-0.084,,-0.065,,,, 417 | "Sep 29, 2016",-0.085,,-0.065,,,, 418 | "Oct 19, 2016",,,-0.062,,,, 419 | "Oct 31, 2016",-0.07,,-0.061,,,, 420 | "Nov 8, 2016",-0.044,,-0.06,,,, 421 | "Nov 16, 2016",-0.062,,-0.06,,,, 422 | "Nov 24, 2016",-0.057,,-0.059,,,, 423 | "Nov 25, 2016",,,-0.059,,,, 424 | "Jan 1, 2017",,,-0.061,,,, 425 | "Jan 3, 2017",,,-0.061,,,, 426 | "Jan 11, 2017",-0.059,,-0.062,,,, 427 | "Jan 19, 2017",-0.062,,-0.063,,,, 428 | "Feb 4, 2017",,,-0.065,,,, 429 | "Feb 6, 2017",,,-0.065,,,, 430 | "Feb 12, 2017",-0.061,,-0.066,,,, 431 | "Feb 20, 2017",-0.067,,-0.066,,,, 432 | "Feb 28, 2017",-0.064,,-0.066,,,, 433 | "Mar 15, 2017",,,-0.066,,,, 434 | "Mar 16, 2017",,,-0.066,,,, 435 | "Apr 9, 2017",,,-0.064,,,, 436 | "Apr 20, 2017",,,-0.062,,,, 437 | "May 27, 2017",,,-0.059,,,, 438 | "May 27, 2017",-0.067,,-0.059,,,, 439 | "Jul 2, 2017",,,-0.061,,,, 440 | "Jul 14, 2017",,,-0.062,,,, 441 | "Aug 8, 2017",,,-0.065,,,, 442 | "Aug 31, 2017",,,-0.066,,,, 443 | "Sep 13, 2017",,,-0.066,,,, 444 | "Sep 16, 2017",,,-0.066,,,, 445 | "Oct 2, 2017",,,-0.064,,,, 446 | "Oct 10, 2017",-0.061,,-0.063,,,, 447 | "Oct 18, 2017",-0.073,,-0.062,,,, 448 | "Oct 20, 2017",,,-0.062,,,, 449 | "Oct 26, 2017",,,-0.061,,,, 450 | "Nov 3, 2017",,,-0.061,,,, 451 | "Nov 19, 2017",-0.077,,-0.059,,,, 452 | "Nov 25, 2017",,,-0.059,,,, 453 | "Nov 27, 2017",,,-0.059,,,, 454 | "Dec 5, 2017",-0.066,,-0.059,,,, 455 | "Dec 13, 2017",,,-0.059,,,, 456 | "Jan 1, 2018",,,-0.061,,,, 457 | "Jan 6, 2018",,,-0.061,,,, 458 | "Jan 14, 2018",,,-0.062,,,, 459 | "Jan 22, 2018",,,-0.063,,,, 460 | "Jan 30, 2018",,,-0.064,,,, 461 | "Feb 6, 2018",,,-0.065,,,, 462 | "Feb 7, 2018",-0.064,,-0.065,,,, 463 | "Feb 23, 2018",-0.069,,-0.066,,,, 464 | "Mar 11, 2018",,,-0.066,,,, 465 | "Mar 15, 2018",,,-0.066,,,, 466 | "Mar 19, 2018",-0.062,,-0.065,,,, 467 | "Apr 12, 2018",,,-0.063,,,, 468 | "Apr 20, 2018",,,-0.062,,,, 469 | "Apr 28, 2018",,,-0.061,,,, 470 | "May 27, 2018",,,-0.059,,,, 471 | "Jul 2, 2018",,,-0.061,,,, 472 | "Aug 2, 2018",,,-0.064,,,, 473 | "Aug 8, 2018",,,-0.065,,,, 474 | "Aug 26, 2018",,,-0.066,,,, 475 | "Sep 11, 2018",,,-0.066,,,, 476 | "Sep 13, 2018",,,-0.066,,,, 477 | "Sep 19, 2018",-0.073,,-0.065,,,, 478 | "Oct 5, 2018",,,-0.064,,,, 479 | "Oct 20, 2018",,,-0.062,,,, 480 | "Oct 29, 2018",-0.065,,-0.061,,,, 481 | "Nov 14, 2018",,,-0.059,,,, 482 | "Nov 22, 2018",,,-0.059,,,, 483 | "Nov 25, 2018",,,-0.059,,,, 484 | "Dec 16, 2018",-0.058,,-0.059,,,, 485 | "Jan 1, 2019",,,-0.061,,,, 486 | "Jan 1, 2019",,,-0.061,,,, 487 | "Jan 9, 2019",-0.015,,-0.062,,,, 488 | "Jan 17, 2019",,,-0.062,,,, 489 | "Jan 25, 2019",,,-0.063,,,, 490 | "Feb 2, 2019",,,-0.064,,,, 491 | "Feb 6, 2019",,,-0.065,,,, 492 | "Feb 10, 2019",,,-0.065,,,, 493 | "Feb 18, 2019",,,-0.065,,,, 494 | "Feb 26, 2019",-0.059,,-0.066,,,, 495 | "Mar 15, 2019",,,-0.065,,,, 496 | "Apr 7, 2019",,,-0.063,,,, 497 | "Apr 20, 2019",,,-0.062,,,, 498 | "May 1, 2019",,,-0.061,,,, 499 | "May 27, 2019",,,-0.059,,,, 500 | "Jul 2, 2019",,,-0.06,,,, 501 | "Jul 4, 2019",,,-0.061,,,, 502 | "Jul 12, 2019",,,-0.062,,,, 503 | "Aug 8, 2019",,,-0.065,,,, 504 | "Aug 21, 2019",-0.062,,-0.065,,,, 505 | "Aug 29, 2019",,,-0.066,,,, 506 | "Sep 6, 2019",,,-0.066,,,, 507 | "Sep 13, 2019",,,-0.065,,,, 508 | "Sep 22, 2019",,,-0.065,,,, 509 | "Oct 20, 2019",,,-0.062,,,, 510 | "Nov 1, 2019",-0.044,,-0.06,,,, 511 | "Nov 25, 2019",,,-0.059,,,, 512 | "Dec 3, 2019",,,-0.059,,,, 513 | "Dec 27, 2019",-0.062,,-0.06,,,, 514 | "Jan 1, 2020",,,-0.06,,,, 515 | "Jan 4, 2020",-0.059,,-0.061,,,, 516 | "Jan 28, 2020",,,-0.064,,,, 517 | "Feb 5, 2020",-0.058,,-0.064,,,, 518 | "Feb 13, 2020",,,-0.065,,,, 519 | "Feb 21, 2020",,,-0.065,,,, 520 | "Feb 29, 2020",,,-0.066,,,, 521 | "Mar 16, 2020",,,-0.065,,,, 522 | "Mar 24, 2020",,,-0.064,,,, 523 | "Apr 25, 2020",-0.071,,-0.061,,,, 524 | "Jun 4, 2020",,,-0.058,,,, 525 | "Aug 15, 2020",,,-0.065,,,, 526 | "Sep 8, 2020",-0.063,,-0.065,,,, 527 | "Sep 16, 2020",-0.07,,-0.065,,,, 528 | "Oct 10, 2020",-0.058,,-0.062,,,, 529 | "Oct 18, 2020",-0.063,,,,,, 530 | "Oct 26, 2020",,,,,,, 531 | "Nov 19, 2020",,,,,,, 532 | "Dec 5, 2020",,,,,,, 533 | "Dec 13, 2020",,,,,,, 534 | -------------------------------------------------------------------------------- /LandTrendr-CCDC.js: -------------------------------------------------------------------------------- 1 | //######################################################################################################## 2 | //# #\\ 3 | //# JOINT CCDC - LANDTRENDR PIXEL TIME SERIES PLOTTER GUI #\\ 4 | //# #\\ 5 | //########################################################################################################b 6 | 7 | 8 | // LANDTRENDR UTILITIES 9 | // date: 2018-06-11 10 | // author: Justin Braaten | jstnbraaten@gmail.com 11 | // Zhiqiang Yang | zhiqiang.yang@oregonstate.edu 12 | // Robert Kennedy | rkennedy@coas.oregonstate.edu 13 | // website: https://github.com/eMapR/LT-GEE 14 | 15 | // CCDC UTILITIES 16 | // date: 2020-03-12 17 | // author: Paulo Arévalo | parevalo@bu.edu 18 | // author: Eric Bullock | bullocke@bu.edu 19 | // contributors: Noel Gorelick, Zhiqiang Yang 20 | // website: https://gee-ccdc-tools.readthedocs.io/en/latest/ 21 | 22 | // Module imports. 23 | // Uses modified version of the official LandTrendr.js that replaces 24 | // bands names with their actual spectral names (e.g. "SWIR1" instead of "B5") 25 | var ltgee = require('users/parevalo_bu/landtrendr-ccdc:LandTrendr.js'); 26 | var uiUtils = require('users/parevalo_bu/gee-ccdc-tools:ccdcUtilities/ui'); 27 | var horizontalStyle = {stretch: 'horizontal', width: '100%'}; 28 | 29 | /// GLOBAL VARS 30 | // Visualization parameters 31 | var visLabels = { 32 | fontWeight: 'bold', 33 | fontSize: '14px', 34 | padding: '4px 4px 4px 4px', 35 | border: '1px solid black', 36 | color: 'white', 37 | backgroundColor: 'black', 38 | textAlign: 'left', 39 | stretch: 'horizontal'}; 40 | 41 | 42 | var INDICES = ['NDVI', 'NBR', 'EVI', 'EVI2', 'NDFI', 'GREENNESS', 'BRIGHTNESS', 'WETNESS']; 43 | var BANDS = ['BLUE','GREEN','RED', 'NIR', 'SWIR1', 'SWIR2']; 44 | var FULLBANDS = BANDS.concat(INDICES); 45 | var BPBANDS = ['GREEN', 'RED', 'NIR', 'SWIR1', 'SWIR2']; 46 | var TMBANDS = ['GREEN', 'SWIR2']; 47 | var dateFormat = 1; 48 | 49 | 50 | //#################################################################################### 51 | //########### FUNCTIONS ############################################################## 52 | //#################################################################################### 53 | 54 | // function to get LT parameter setting 55 | var getParams = function(){ 56 | var prevOneYrRec = paramBoxes[3].getValue(); 57 | if(typeof(prevOneYrRec) !== "boolean"){ 58 | prevOneYrRec = prevOneYrRec.toLowerCase() != 'false'; 59 | } 60 | 61 | return { 62 | maxSegments: parseInt(paramBoxes[0].getValue()), 63 | spikeThreshold: parseFloat(paramBoxes[1].getValue()), 64 | vertexCountOvershoot: parseInt(paramBoxes[2].getValue()), 65 | preventOneYearRecovery: prevOneYrRec, 66 | recoveryThreshold: parseFloat(paramBoxes[4].getValue()), 67 | pvalThreshold: parseFloat(paramBoxes[5].getValue()), 68 | bestModelProportion: parseFloat(paramBoxes[6].getValue()), 69 | minObservationsNeeded: parseInt(paramBoxes[7].getValue()) 70 | }; 71 | }; 72 | 73 | // function to create a plot of source and fitted time series 74 | var chartPoint = function(lt, pixel, index, indexFlip) { 75 | var pixelTimeSeriesData = ltgee.ltPixelTimeSeriesArray(lt, pixel, indexFlip); 76 | return ui.Chart(pixelTimeSeriesData.ts, 'LineChart', 77 | { 78 | 'title' : 'Landtrendr plot for '+index + ' | Fit RMSE: '+ (Math.round(pixelTimeSeriesData.rmse * 100) / 100).toString(), 79 | 'hAxis': 80 | { 81 | 'format':'####' 82 | }, 83 | 'vAxis': 84 | { 85 | 'maxValue': 1000, 86 | 'minValue': -1000 87 | } 88 | }, 89 | {'columns': [0, 1, 2]} 90 | ); 91 | }; 92 | 93 | 94 | // function to draw plots of source and fitted time series to panel 95 | var plotTimeSeries = function(x, y){ 96 | var point = ee.Geometry.Point(x, y); 97 | var pixel = point.buffer(15).bounds(); 98 | 99 | // add a red pixel to the map where the user clicked or defined a coordinate 100 | // map.layers().set(0, ui.Map.Layer(point, {color: 'FF0000'})); 101 | 102 | // get values to define year and date window for image collection 103 | var startYear = startYearslider.getValue(); 104 | var endYear = endYearslider.getValue(); 105 | var startDay = startDayBox.getValue(); 106 | var endDay = endDayBox.getValue(); 107 | 108 | // get the indices that are checked 109 | var doTheseIndices = []; 110 | indexBox.forEach(function(name, index) { 111 | var isChecked = indexBox[index].getValue(); 112 | if(isChecked){ 113 | doTheseIndices.push([indexList[index][0],indexList[index][1]]); 114 | } 115 | }); 116 | 117 | // make an annual SR collection 118 | var annualSRcollection = ltgee.buildSRcollection(startYear, endYear, startDay, endDay, pixel); 119 | 120 | // for each selected index, draw a plot to the plot panel 121 | doTheseIndices.forEach(function(name, index) { 122 | var annualLTcollection = ltgee.buildLTcollection(annualSRcollection, name[0], []); 123 | runParams.timeSeries = annualLTcollection; 124 | var lt = ee.Algorithms.TemporalSegmentation.LandTrendr(runParams); 125 | var chart = chartPoint(lt, pixel, name[0], name[1]); 126 | plotPanel.add(chart); 127 | }); 128 | 129 | }; 130 | 131 | 132 | 133 | //#################################################################################### 134 | //########### DEFINE UI COMPONENTS ################################################### 135 | //#################################################################################### 136 | 137 | // SET UP PRIMARY PANELS 138 | // control panel 139 | var controlPanel = ui.Panel({ 140 | layout: ui.Panel.Layout.flow('vertical'), 141 | style: {width: '340px'}, 142 | widgets: [ui.Label('🎛️ LandTrendr controls', visLabels)] 143 | }); 144 | 145 | 146 | // plot panel 147 | var plotsPanelLabel = ui.Label('📈 Time series charts', visLabels); 148 | var plotsPanelInstruc = ui.Label({ 149 | value: 'Click the map to run LandTrendr and CCDC temporal segmentation ' + 150 | 'and chart results for a single Landsat pixel.', 151 | style: { 152 | fontSize: '12px', 153 | padding: '4px', 154 | color: 'grey', 155 | stretch: 'horizontal' 156 | } 157 | }); 158 | var plotPanel = ui.Panel(null, null, {stretch: 'horizontal'}).add(plotsPanelInstruc); 159 | var plotPanelParent = ui.Panel([plotsPanelLabel, plotPanel], null, {width: '480px'}); 160 | 161 | 162 | // map panel 163 | var map = ui.Map(); 164 | map.style().set({cursor:'crosshair'}); 165 | map.setOptions('HYBRID'); 166 | var processingLabel = ui.Label('Processing, please wait...', {shown:false, position: 'top-center'}); 167 | map.add(processingLabel); 168 | 169 | 170 | 171 | // SET UP SECONDARY PANELS 172 | // years panel 173 | var yearSectionLabel = ui.Label('Define Year Range',{fontWeight: 'bold'}); 174 | 175 | var startYearLabel = ui.Label('Start Year'); 176 | var startYearslider = ui.Slider({min:1984, max:2021, value:1985, step:1}); 177 | startYearslider.style().set('stretch', 'horizontal'); 178 | 179 | var endYearLabel = ui.Label('End Year'); 180 | var endYearslider = ui.Slider({min:1984, max:2021, value:2020, step:1}); 181 | endYearslider.style().set('stretch', 'horizontal'); 182 | 183 | var yearsPanel = ui.Panel( 184 | [ 185 | yearSectionLabel, 186 | ui.Panel([startYearLabel, startYearslider], ui.Panel.Layout.Flow('horizontal'), {stretch: 'horizontal'}), // 187 | ui.Panel([endYearLabel , endYearslider], ui.Panel.Layout.Flow('horizontal'), {stretch: 'horizontal'}) 188 | ] 189 | ); 190 | 191 | 192 | // date panel 193 | var dateSectionLabel = ui.Label('Define Date Range (mm-dd)',{fontWeight: 'bold'}); 194 | var startDayLabel = ui.Label('Start Date:'); 195 | var startDayBox = ui.Textbox({value:'06-10'}); 196 | startDayBox.style().set('stretch', 'horizontal'); 197 | 198 | var endDayLabel = ui.Label('End Date:'); 199 | var endDayBox = ui.Textbox({value:'09-20'}); 200 | endDayBox.style().set('stretch', 'horizontal'); 201 | 202 | var datesPanel = ui.Panel( 203 | [ 204 | dateSectionLabel, 205 | ui.Panel( 206 | [startDayLabel, startDayBox, endDayLabel, endDayBox], 207 | ui.Panel.Layout.Flow('horizontal'), {stretch: 'horizontal'} 208 | ) 209 | ] 210 | ); 211 | 212 | // index panel 213 | var indexList = [['NBR',-1], ['NDVI',-1], ['NDMI',-1], ['TCB',1], ['TCG',-1], 214 | ['TCW',-1], ['TCA' ,-1], ['BLUE' ,1], ['GREEN' , 1], 215 | ['RED' , 1], ['NIR' ,-1], ['SWIR1' , 1], ['SWIR2' ,1]]; 216 | 217 | var indexBox = []; 218 | indexList.forEach(function(name, index) { 219 | var checkBox = ui.Checkbox(name[0]); 220 | indexBox.push(checkBox); 221 | }); 222 | 223 | var indexPanelLabel = ui.Label('Select Indices', {fontWeight : 'bold'}); 224 | var indexPanel = ui.Panel( 225 | [ 226 | ui.Panel([indexBox[0], indexBox[4], indexBox[8], indexBox[12]], null, {stretch: 'horizontal'}), 227 | ui.Panel([indexBox[1], indexBox[5], indexBox[9]], null, {stretch: 'horizontal'}), 228 | ui.Panel([indexBox[2], indexBox[6], indexBox[10]], null, {stretch: 'horizontal'}), 229 | ui.Panel([indexBox[3], indexBox[7], indexBox[11]], null, {stretch: 'horizontal'}) 230 | ], 231 | ui.Panel.Layout.Flow('horizontal'), {stretch: 'horizontal'} 232 | ); 233 | 234 | indexBox[5].setValue(1); 235 | 236 | 237 | // params panel 238 | var runParams = [ 239 | {label: 'Max Segments:', value: 8}, 240 | {label: 'Spike Threshold:', value: 0.9}, 241 | {label: 'Vertex Count Overshoot:', value: 3}, 242 | {label: 'Prevent One Year Recovery:', value: false}, 243 | {label: 'Recovery Threshold:', value: 0.25}, 244 | {label: 'p-value Threshold:', value: 0.1}, 245 | {label: 'Best Model Proportion:', value: 0.75}, 246 | {label: 'Min Observations Needed:', value: 6}, 247 | ]; 248 | 249 | var paramBoxes = []; 250 | var paramPanels = [ui.Label('Define Segmentation Parameters',{fontWeight: 'bold'})]; 251 | runParams.forEach(function(param, index){ 252 | var paramLabel = ui.Label(param.label); 253 | var paramBox = ui.Textbox({value:param.value}); 254 | paramBox.style().set('stretch', 'horizontal'); 255 | var paramPanel = ui.Panel([paramLabel,paramBox], ui.Panel.Layout.Flow('horizontal')); 256 | paramBoxes.push(paramBox); 257 | paramPanels.push(paramPanel); 258 | }); 259 | 260 | var paramPanel = ui.Panel(paramPanels,null,{stretch: 'horizontal'}); 261 | 262 | 263 | // submit panel 264 | var submitButton = ui.Button({label: 'Submit'}); 265 | submitButton.style().set('stretch', 'horizontal'); 266 | 267 | 268 | ///////////////////////// SET UP CCDC PANELS 269 | 270 | var app = {}; 271 | app.ccd = []; 272 | app.viz = []; 273 | 274 | // Start date for ccdc 275 | app.ccd.sDate = ui.Panel( 276 | [ 277 | ui.Label({value:'Start date' , style:{stretch: 'horizontal',color:'black'}}), 278 | ui.Textbox({value:'1985-01-01', style:{stretch: 'horizontal'}}) 279 | ], 280 | ui.Panel.Layout.Flow('horizontal'), 281 | {stretch: 'horizontal'} 282 | ); 283 | 284 | //End date for ccdc 285 | app.ccd.eDate = ui.Panel( 286 | [ 287 | ui.Label({value:'End date' , style:{stretch: 'horizontal',color:'black'}}), 288 | ui.Textbox({value:'2021-01-01', style:{stretch: 'horizontal'}}) 289 | ], 290 | ui.Panel.Layout.Flow('horizontal'), 291 | {stretch: 'horizontal'} 292 | ); 293 | 294 | // Lambda 295 | app.ccd.lambda = ui.Panel( 296 | [ 297 | ui.Label({value:'Lambda', style:{stretch: 'horizontal',color:'black'}}), 298 | ui.Textbox({value: 0.002, style:{stretch: 'horizontal'}}) 299 | ], 300 | ui.Panel.Layout.Flow('horizontal'), 301 | {stretch: 'horizontal'} 302 | ); 303 | 304 | // maxIterations 305 | app.ccd.maxIter = ui.Panel( 306 | [ 307 | ui.Label({value:'Max iterations', style:{stretch: 'horizontal',color:'black'}}), 308 | ui.Textbox({value: 10000, style:{stretch: 'horizontal'}}) 309 | ], 310 | ui.Panel.Layout.Flow('horizontal'), 311 | {stretch: 'horizontal'} 312 | ); 313 | 314 | 315 | // minObservations 316 | app.ccd.minObs = ui.Panel( 317 | [ 318 | ui.Label({value:'Min observations', style:{stretch: 'horizontal',color:'black'}}), 319 | ui.Textbox({value: 6, style:{stretch: 'horizontal'}}) 320 | ], 321 | ui.Panel.Layout.Flow('horizontal'), 322 | {stretch: 'horizontal'} 323 | ); 324 | 325 | // chiSquareProbability 326 | app.ccd.chiSq = ui.Panel( 327 | [ 328 | ui.Label({value:'Chi square prob', style:{stretch: 'horizontal',color:'black'}}), 329 | ui.Textbox({value: 0.99, style:{stretch: 'horizontal'}}) 330 | ], 331 | ui.Panel.Layout.Flow('horizontal'), 332 | {stretch: 'horizontal'} 333 | ); 334 | 335 | // minNumOfYearsScaler 336 | app.ccd.minYears = ui.Panel( 337 | [ 338 | ui.Label({value:'Min years scaler', style:{stretch: 'horizontal',color:'black'}}), 339 | ui.Textbox({value: 1.33, style:{stretch: 'horizontal'}}) 340 | ], 341 | ui.Panel.Layout.Flow('horizontal'), 342 | {stretch: 'horizontal'} 343 | ); 344 | 345 | // numSegs 346 | app.viz.nSegs = ui.Panel( 347 | [ 348 | ui.Label({value:'Num segments' , style:{stretch: 'horizontal',color:'black'}}), 349 | ui.Textbox({value:6, style:{stretch: 'horizontal'}}) 350 | ], 351 | ui.Panel.Layout.Flow('horizontal'), 352 | {stretch: 'horizontal'} 353 | ); 354 | 355 | var coefBandPanelGenerator = function(){ return ui.Panel([ 356 | ui.Select({items:FULLBANDS, style:{stretch: 'horizontal'}}), 357 | ui.Textbox({value: 0, style:{stretch: 'horizontal'}}) , 358 | ui.Textbox({value: 0.6, style:{stretch: 'horizontal'}}) 359 | ], 360 | ui.Panel.Layout.Flow('horizontal'), 361 | horizontalStyle)}; 362 | 363 | app.viz.redBox = coefBandPanelGenerator(); 364 | app.viz.greenBox = coefBandPanelGenerator(); 365 | app.viz.blueBox = coefBandPanelGenerator(); 366 | 367 | app.viz.redBox.widgets().get(0).setValue('SWIR1'); 368 | app.viz.greenBox.widgets().get(0).setValue('NIR'); 369 | app.viz.blueBox.widgets().get(0).setValue('RED'); 370 | 371 | 372 | // Band selector 373 | app.ccd.bandSelector = ui.Panel( 374 | [ 375 | ui.Label({value: 'Select band', style:{stretch: 'horizontal', color:'black'}}), 376 | ui.Select({items: FULLBANDS, value: 'WETNESS', style:{stretch: 'horizontal'}}) 377 | ], 378 | ui.Panel.Layout.Flow('horizontal'), 379 | {stretch: 'horizontal'} 380 | ); 381 | 382 | // Make CCDC control Panel 383 | app.ccd.controlPanel = ui.Panel({style: {width: '100%'}, 384 | widgets: [ui.Label('🎛️ CCDC controls', visLabels), 385 | app.ccd.bandSelector, app.ccd.sDate, app.ccd.eDate, app.ccd.lambda, 386 | app.ccd.maxIter, app.ccd.minObs, app.ccd.chiSq, app.ccd.minYears]}); 387 | 388 | 389 | // app.viz.controlPanel = ui.Panel({style: {width: '100%'}, 390 | // widgets: [ui.Label('CCDC visualization params', visLabels), app.viz.nSegs, 391 | // app.viz.redBox, app.viz.greenBox, app.viz.blueBox]}); 392 | 393 | 394 | //#################################################################################### 395 | //########### BIND FUNCTIONS TO ACTIONS ############################################## 396 | //#################################################################################### 397 | 398 | // plot time series for clicked point on map 399 | var ccdParams = {}; 400 | var ccdRunParams = {}; 401 | var vizParams = {}; 402 | 403 | map.onClick(function(coords) { 404 | map.layers().reset(); 405 | plotPanel.clear(); 406 | ccdChartPanel.clear(); 407 | var x = coords.lon; 408 | var y = coords.lat; 409 | // lonBox.setValue(x); 410 | // latBox.setValue(y); 411 | 412 | var geometry = ee.Geometry.Point([coords.lon, coords.lat]); 413 | var startYear = startYearslider.getValue(); 414 | var endYear = endYearslider.getValue(); 415 | var startDay = startDayBox.getValue(); 416 | var endDay = endDayBox.getValue(); 417 | 418 | 419 | // Retrieve CCDC params 420 | ccdParams.breakpointBands = BPBANDS; 421 | ccdParams.tmaskBands= TMBANDS; 422 | ccdParams.dateFormat = dateFormat; 423 | ccdParams.lambda = parseFloat(app.ccd.lambda.widgets().get(1).getValue()); 424 | ccdParams.maxIterations = parseInt(app.ccd.maxIter.widgets().get(1).getValue()); 425 | ccdParams.minObservations = parseInt(app.ccd.minObs.widgets().get(1).getValue()); 426 | ccdParams.chiSquareProbability = parseFloat(app.ccd.chiSq.widgets().get(1).getValue()); 427 | ccdParams.minNumOfYearsScaler = parseFloat(app.ccd.minYears.widgets().get(1).getValue()); 428 | 429 | ccdRunParams.bandSelect = app.ccd.bandSelector.widgets().get(1).getValue(); 430 | ccdRunParams.sDate = app.ccd.sDate.widgets().get(1).getValue(); 431 | ccdRunParams.eDate = app.ccd.eDate.widgets().get(1).getValue(); 432 | ccdRunParams.nSegs = parseInt(app.viz.nSegs.widgets().get(1).getValue()); 433 | 434 | vizParams.red = app.viz.redBox.widgets().get(0).getValue(); 435 | vizParams.green = app.viz.greenBox.widgets().get(0).getValue(); 436 | vizParams.blue = app.viz.blueBox.widgets().get(0).getValue(); 437 | vizParams.redMin = app.viz.redBox.widgets().get(1).getValue(); 438 | vizParams.greenMin = parseFloat(app.viz.greenBox.widgets().get(1).getValue()); 439 | vizParams.blueMin = parseFloat(app.viz.blueBox.widgets().get(1).getValue()); 440 | vizParams.redMax = parseFloat(app.viz.redBox.widgets().get(2).getValue()); 441 | vizParams.greenMax = parseFloat(app.viz.greenBox.widgets().get(2).getValue()); 442 | vizParams.blueMax = parseFloat(app.viz.blueBox.widgets().get(2).getValue()); 443 | vizParams.tsType = "Time series"; 444 | 445 | 446 | runParams = getParams(); 447 | plotTimeSeries(x, y); 448 | }); 449 | 450 | 451 | 452 | //#################################################################################### 453 | //########### ADD PANELS TO INTERFACE ################################################ 454 | //#################################################################################### 455 | 456 | controlPanel.add(yearsPanel); 457 | controlPanel.add(datesPanel); 458 | controlPanel.add(indexPanelLabel); 459 | controlPanel.add(indexPanel); 460 | controlPanel.add(paramPanel); 461 | controlPanel.add(app.ccd.controlPanel); 462 | // controlPanel.add(app.viz.controlPanel); 463 | 464 | map.add(ui.Label({ 465 | value: 'https://github.com/parevalo/landtrendr-ccdc', 466 | style: { 467 | position: 'bottom-right', 468 | fontSize: '12px', 469 | padding: '6px', 470 | backgroundColor: 'white', 471 | stretch: 'horizontal' 472 | } 473 | }).setUrl('https://github.com/parevalo/landtrendr-ccdc')); 474 | 475 | 476 | ui.root.clear(); 477 | var leftPanel = ui.Panel({style: {width: '60%'}, 478 | widgets: [controlPanel, map], 479 | layout: ui.Panel.Layout.Flow('horizontal') 480 | }); 481 | 482 | var fullPanel = ui.SplitPanel(leftPanel, plotPanelParent, 'horizontal'); 483 | ui.root.add(fullPanel); 484 | 485 | // Retrieve CCDC panel and add to plot panel 486 | var ccdChartPanel = uiUtils.getTSChart(map, ccdParams, ccdRunParams, vizParams); 487 | plotPanelParent.add(ccdChartPanel); 488 | -------------------------------------------------------------------------------- /examples/COLOMBIA_ccdc_tcw_1985-2020.csv: -------------------------------------------------------------------------------- 1 | Date,Observation,fit 1,fit 2,fit 3,fit 4,fit 5,fit 6 2 | "Jan 1, 1985",,,,,,, 3 | "Jan 3, 1985",,,,,,, 4 | "Feb 6, 1985",,,,,,, 5 | "Mar 15, 1985",,,,,,, 6 | "Mar 24, 1985",,,,,,, 7 | "Apr 20, 1985",,,,,,, 8 | "May 27, 1985",,,,,,, 9 | "Jul 2, 1985",,,,,,, 10 | "Aug 8, 1985",,,,,,, 11 | "Sep 13, 1985",,,,,,, 12 | "Oct 20, 1985",,,,,,, 13 | "Nov 25, 1985",,,,,,, 14 | "Jan 1, 1986",,,,,,, 15 | "Feb 6, 1986",,,,,,, 16 | "Mar 11, 1986",,,,,,, 17 | "Mar 15, 1986",,,,,,, 18 | "Apr 20, 1986",,,,,,, 19 | "May 27, 1986",,,,,,, 20 | "Jul 2, 1986",,,,,,, 21 | "Aug 8, 1986",,,,,,, 22 | "Sep 13, 1986",,,,,,, 23 | "Oct 5, 1986",,,,,,, 24 | "Oct 20, 1986",,,,,,, 25 | "Nov 25, 1986",,,,,,, 26 | "Jan 1, 1987",,,,,,, 27 | "Jan 9, 1987",-0.209,,,,,, 28 | "Feb 6, 1987",,,,,,, 29 | "Mar 15, 1987",,,,,,, 30 | "Apr 20, 1987",,,,,,, 31 | "May 27, 1987",,,,,,, 32 | "Jul 2, 1987",,,,,,, 33 | "Aug 8, 1987",,,,,,, 34 | "Sep 13, 1987",,,,,,, 35 | "Oct 8, 1987",,,,,,, 36 | "Oct 20, 1987",,,,,,, 37 | "Nov 1, 1987",-0.053,-0.043,,,,, 38 | "Nov 17, 1987",-0.063,-0.047,,,,, 39 | "Nov 25, 1987",,-0.048,,,,, 40 | "Dec 27, 1987",,-0.052,,,,, 41 | "Jan 1, 1988",,-0.052,,,,, 42 | "Jan 4, 1988",-0.054,-0.053,,,,, 43 | "Jan 12, 1988",-0.037,-0.053,,,,, 44 | "Jan 20, 1988",,-0.053,,,,, 45 | "Feb 6, 1988",,-0.052,,,,, 46 | "Mar 14, 1988",,-0.047,,,,, 47 | "Mar 16, 1988",,-0.047,,,,, 48 | "Apr 17, 1988",,-0.041,,,,, 49 | "Apr 19, 1988",,-0.041,,,,, 50 | "Apr 25, 1988",,-0.04,,,,, 51 | "May 19, 1988",,-0.037,,,,, 52 | "May 26, 1988",,-0.036,,,,, 53 | "Jun 12, 1988",,-0.035,,,,, 54 | "Jul 2, 1988",,-0.036,,,,, 55 | "Jul 6, 1988",,-0.036,,,,, 56 | "Aug 7, 1988",,-0.04,,,,, 57 | "Sep 13, 1988",,-0.047,,,,, 58 | "Sep 24, 1988",,-0.05,,,,, 59 | "Oct 19, 1988",,-0.057,,,,, 60 | "Oct 26, 1988",,-0.058,,,,, 61 | "Nov 25, 1988",,-0.065,,,,, 62 | "Jan 1, 1989",,-0.069,,,,, 63 | "Feb 6, 1989",,-0.068,,,,, 64 | "Mar 15, 1989",,-0.063,,,,, 65 | "Apr 4, 1989",-0.041,-0.06,,,,, 66 | "Apr 20, 1989",,-0.057,,,,, 67 | "May 27, 1989",,-0.053,,,,, 68 | "Jul 2, 1989",,-0.052,,,,, 69 | "Aug 8, 1989",,-0.056,,,,, 70 | "Aug 18, 1989",,-0.058,,,,, 71 | "Aug 26, 1989",-0.051,-0.059,,,,, 72 | "Sep 11, 1989",-0.056,-0.063,,,,, 73 | "Sep 13, 1989",,-0.064,,,,, 74 | "Oct 20, 1989",,-0.073,,,,, 75 | "Nov 14, 1989",-0.062,-0.079,,,,, 76 | "Nov 25, 1989",,-0.081,,,,, 77 | "Jan 1, 1990",,-0.085,,,,, 78 | "Jan 1, 1990",-0.143,-0.085,,,,, 79 | "Jan 17, 1990",,-0.085,,,,, 80 | "Feb 6, 1990",,-0.084,,,,, 81 | "Mar 6, 1990",,-0.081,,,,, 82 | "Mar 15, 1990",,-0.08,,,,, 83 | "Apr 7, 1990",,-0.076,,,,, 84 | "Apr 20, 1990",,-0.074,,,,, 85 | "May 27, 1990",,-0.069,,,,, 86 | "Jul 2, 1990",,-0.068,,,,, 87 | "Aug 8, 1990",,-0.072,,,,, 88 | "Sep 13, 1990",,-0.08,,,,, 89 | "Sep 30, 1990",,-0.084,,,,, 90 | "Oct 20, 1990",,-0.089,,,,, 91 | "Nov 25, 1990",,-0.097,,,,, 92 | "Jan 1, 1991",,-0.101,,,,, 93 | "Jan 4, 1991",-0.107,-0.101,,,,, 94 | "Feb 5, 1991",-0.105,-0.1,,,,, 95 | "Feb 6, 1991",,-0.1,,,,, 96 | "Feb 21, 1991",-0.105,-0.099,,,,, 97 | "Mar 15, 1991",,-0.096,,,,, 98 | "Mar 25, 1991",-0.119,-0.094,,,,, 99 | "Apr 20, 1991",,-0.09,,,,, 100 | "May 27, 1991",,-0.085,,,,, 101 | "Jul 2, 1991",,-0.084,,,,, 102 | "Aug 8, 1991",,-0.088,,,,, 103 | "Sep 13, 1991",,-0.096,,,,, 104 | "Oct 3, 1991",,-0.101,,,,, 105 | "Oct 19, 1991",,-0.105,,,,, 106 | "Oct 20, 1991",,-0.105,,,,, 107 | "Nov 25, 1991",,-0.113,,,,, 108 | "Dec 6, 1991",-0.112,,,,,, 109 | "Dec 22, 1991",,,,,,, 110 | "Jan 1, 1992",,,,,,, 111 | "Feb 6, 1992",,,,,,, 112 | "Mar 14, 1992",,,,,,, 113 | "Apr 19, 1992",,,,,,, 114 | "May 26, 1992",,,,,,, 115 | "Jul 2, 1992",,,,,,, 116 | "Jul 17, 1992",-0.133,,,,,, 117 | "Aug 7, 1992",,,,,,, 118 | "Sep 13, 1992",,,,,,, 119 | "Sep 19, 1992",-0.188,,,,,, 120 | "Oct 19, 1992",,,,,,, 121 | "Nov 25, 1992",,,,,,, 122 | "Dec 24, 1992",-0.137,,-0.136,,,, 123 | "Jan 1, 1993",,,-0.14,,,, 124 | "Jan 25, 1993",,,-0.16,,,, 125 | "Feb 6, 1993",,,-0.168,,,, 126 | "Feb 10, 1993",-0.115,,-0.169,,,, 127 | "Mar 15, 1993",,,-0.164,,,, 128 | "Apr 20, 1993",,,-0.153,,,, 129 | "May 27, 1993",,,-0.166,,,, 130 | "Jul 2, 1993",,,-0.156,,,, 131 | "Aug 8, 1993",,,-0.133,,,, 132 | "Sep 13, 1993",,,-0.147,,,, 133 | "Sep 22, 1993",,,-0.154,,,, 134 | "Oct 20, 1993",,,-0.161,,,, 135 | "Nov 25, 1993",,,-0.14,,,, 136 | "Jan 1, 1994",,,-0.143,,,, 137 | "Jan 28, 1994",,,-0.166,,,, 138 | "Feb 6, 1994",,,-0.171,,,, 139 | "Feb 13, 1994",-0.206,,-0.173,,,, 140 | "Mar 1, 1994",,,-0.173,,,, 141 | "Mar 15, 1994",,,-0.167,,,, 142 | "Apr 18, 1994",-0.17,,-0.156,,,, 143 | "Apr 20, 1994",,,-0.156,,,, 144 | "May 20, 1994",,,-0.167,,,, 145 | "May 27, 1994",,,-0.169,,,, 146 | "Jun 5, 1994",-0.148,,-0.17,,,, 147 | "Jul 2, 1994",,,-0.16,,,, 148 | "Aug 8, 1994",,,-0.136,,,, 149 | "Aug 8, 1994",-0.117,,-0.136,,,, 150 | "Sep 13, 1994",,,-0.151,,,, 151 | "Sep 25, 1994",-0.149,,-0.159,,,, 152 | "Oct 20, 1994",,,-0.164,,,, 153 | "Nov 12, 1994",-0.136,,-0.152,,,, 154 | "Nov 25, 1994",,,-0.144,,,, 155 | "Dec 14, 1994",-0.12,,-0.139,,,, 156 | "Jan 1, 1995",,,-0.146,,,, 157 | "Feb 6, 1995",,,-0.174,,,, 158 | "Mar 15, 1995",,,-0.17,,,, 159 | "Apr 20, 1995",,,-0.16,,,, 160 | "May 7, 1995",-0.185,,-0.165,,,, 161 | "May 27, 1995",,,-0.172,,,, 162 | "Jun 24, 1995",-0.169,,-0.168,,,, 163 | "Jul 2, 1995",,,-0.163,,,, 164 | "Aug 8, 1995",,,-0.14,,,, 165 | "Aug 11, 1995",-0.098,,-0.139,,,, 166 | "Sep 13, 1995",,,-0.154,,,, 167 | "Sep 28, 1995",-0.136,,-0.164,,,, 168 | "Oct 14, 1995",-0.16,,-0.168,,,, 169 | "Oct 20, 1995",,,-0.167,,,, 170 | "Oct 30, 1995",,,-0.163,,,, 171 | "Nov 25, 1995",,,-0.147,,,, 172 | "Dec 1, 1995",-0.2,,-0.144,,,, 173 | "Dec 17, 1995",-0.157,,-0.143,,,, 174 | "Jan 1, 1996",,,-0.15,,,, 175 | "Jan 2, 1996",-0.127,,-0.151,,,, 176 | "Jan 18, 1996",-0.116,,-0.164,,,, 177 | "Feb 6, 1996",,,-0.178,,,, 178 | "Mar 14, 1996",,,-0.173,,,, 179 | "Mar 22, 1996",,,-0.169,,,, 180 | "Apr 7, 1996",,,-0.163,,,, 181 | "Apr 19, 1996",,,-0.163,,,, 182 | "May 26, 1996",,,-0.176,,,, 183 | "Jul 2, 1996",,,-0.166,,,, 184 | "Aug 7, 1996",,,-0.143,,,, 185 | "Sep 13, 1996",,,-0.158,,,, 186 | "Sep 14, 1996",-0.1,,-0.159,,,, 187 | "Sep 30, 1996",,,-0.169,,,, 188 | "Oct 19, 1996",,,-0.171,,,, 189 | "Nov 1, 1996",,,-0.165,,,, 190 | "Nov 25, 1996",,,-0.15,,,, 191 | "Dec 3, 1996",,,-0.147,,,, 192 | "Dec 19, 1996",-0.16,,-0.147,,,, 193 | "Jan 1, 1997",,,-0.153,,,, 194 | "Jan 20, 1997",-0.117,,-0.169,,,, 195 | "Feb 6, 1997",,,-0.181,,,, 196 | "Mar 15, 1997",,,-0.177,,,, 197 | "Apr 20, 1997",,,-0.166,,,, 198 | "May 12, 1997",,,-0.173,,,, 199 | "May 27, 1997",,,-0.179,,,, 200 | "Jul 2, 1997",,,-0.17,,,, 201 | "Aug 8, 1997",,,-0.146,,,, 202 | "Sep 1, 1997",,,-0.152,,,, 203 | "Sep 13, 1997",,,-0.161,,,, 204 | "Sep 17, 1997",-0.166,,-0.164,,,, 205 | "Oct 19, 1997",,,-0.174,,,, 206 | "Oct 20, 1997",,,-0.174,,,, 207 | "Nov 25, 1997",,,-0.154,,,, 208 | "Jan 1, 1998",,,-0.156,,,, 209 | "Jan 7, 1998",-0.157,,-0.161,,,, 210 | "Feb 6, 1998",,,-0.184,,,, 211 | "Feb 24, 1998",,,-0.187,,,, 212 | "Mar 15, 1998",,,-0.18,,,, 213 | "Apr 20, 1998",,,-0.17,,,, 214 | "May 27, 1998",,,-0.182,,,, 215 | "Jun 16, 1998",,,-0.182,,,, 216 | "Jul 2, 1998",,,-0.173,,,, 217 | "Aug 3, 1998",,,-0.151,,,, 218 | "Aug 8, 1998",,,-0.15,,,, 219 | "Aug 19, 1998",-0.234,,-0.15,,,, 220 | "Sep 13, 1998",,,-0.164,,,, 221 | "Sep 20, 1998",,,-0.169,,,, 222 | "Oct 20, 1998",,,-0.177,,,, 223 | "Oct 22, 1998",-0.189,,-0.177,,,, 224 | "Nov 23, 1998",,,-0.158,,,, 225 | "Nov 25, 1998",,,-0.157,,,, 226 | "Jan 1, 1999",,,-0.16,,,, 227 | "Jan 10, 1999",-0.227,,-0.167,,,, 228 | "Feb 6, 1999",,,-0.187,,,, 229 | "Mar 15, 1999",,,-0.184,,,, 230 | "Mar 31, 1999",,,-0.176,,,, 231 | "Apr 20, 1999",,,-0.173,,,, 232 | "May 27, 1999",,,-0.185,,,, 233 | "Jul 2, 1999",,,-0.176,,,, 234 | "Jul 5, 1999",,,-0.174,,,, 235 | "Aug 6, 1999",-0.152,,-0.153,,,, 236 | "Aug 8, 1999",,,-0.153,,,, 237 | "Aug 14, 1999",,,-0.153,,,, 238 | "Aug 22, 1999",-0.138,,-0.154,,,, 239 | "Aug 30, 1999",,,-0.158,,,, 240 | "Sep 7, 1999",-0.174,,-0.163,,,, 241 | "Sep 13, 1999",,,-0.167,,,, 242 | "Sep 15, 1999",,,-0.169,,,, 243 | "Oct 20, 1999",,,-0.181,,,, 244 | "Oct 25, 1999",,,-0.179,,,, 245 | "Nov 10, 1999",,,-0.17,,,, 246 | "Nov 25, 1999",,,-0.16,,,, 247 | "Dec 4, 1999",,,-0.157,,,, 248 | "Dec 20, 1999",,,-0.157,,,, 249 | "Dec 28, 1999",,,-0.161,,,, 250 | "Jan 1, 2000",,,-0.163,,,, 251 | "Jan 5, 2000",-0.197,,-0.166,,,, 252 | "Jan 29, 2000",-0.214,,-0.186,,,, 253 | "Feb 6, 2000",,,-0.191,,,, 254 | "Feb 6, 2000",,,-0.191,,,, 255 | "Feb 14, 2000",-0.211,,-0.193,,,, 256 | "Mar 14, 2000",,,-0.187,,,, 257 | "Apr 19, 2000",,,-0.176,,,, 258 | "Apr 26, 2000",-0.149,,-0.178,,,, 259 | "May 12, 2000",,,-0.184,,,, 260 | "May 26, 2000",,,-0.189,,,, 261 | "Jun 5, 2000",,,-0.19,,,, 262 | "Jun 13, 2000",,,-0.189,,,, 263 | "Jul 2, 2000",,,-0.179,,,, 264 | "Jul 31, 2000",,,-0.158,,,, 265 | "Aug 7, 2000",,,-0.156,,,, 266 | "Aug 8, 2000",-0.21,,-0.156,,,, 267 | "Sep 1, 2000",,,-0.163,,,, 268 | "Sep 9, 2000",,,-0.168,,,, 269 | "Sep 13, 2000",,,-0.171,,,, 270 | "Oct 11, 2000",-0.289,,-0.185,,,, 271 | "Oct 19, 2000",,,-0.184,,,, 272 | "Oct 19, 2000",,,-0.184,,,, 273 | "Nov 4, 2000",,,-0.176,,,, 274 | "Nov 25, 2000",,,-0.163,,,, 275 | "Dec 22, 2000",,,-0.161,,,, 276 | "Jan 1, 2001",,,-0.166,,,, 277 | "Jan 23, 2001",,,-0.185,,,, 278 | "Jan 31, 2001",-0.228,,-0.191,,,, 279 | "Feb 6, 2001",,,-0.194,,,, 280 | "Feb 16, 2001",-0.095,,-0.197,,,, 281 | "Feb 24, 2001",,,-0.197,,,, 282 | "Mar 12, 2001",,,-0.191,,,, 283 | "Mar 15, 2001",,,-0.19,,,, 284 | "Mar 28, 2001",,,-0.183,,,, 285 | "Apr 20, 2001",,,-0.179,,,, 286 | "May 7, 2001",,,-0.184,,,, 287 | "May 23, 2001",,,-0.191,,,, 288 | "May 27, 2001",,,-0.192,,,, 289 | "Jun 16, 2001",-0.164,,-0.192,,,, 290 | "Jun 24, 2001",,,-0.188,,,, 291 | "Jul 2, 2001",,,-0.183,,,, 292 | "Jul 2, 2001",,,-0.183,,,, 293 | "Aug 8, 2001",,,-0.16,,,, 294 | "Aug 27, 2001",-0.252,,-0.163,,,, 295 | "Sep 4, 2001",,,-0.168,,,, 296 | "Sep 13, 2001",,,-0.174,,,, 297 | "Oct 6, 2001",,,-0.187,,,, 298 | "Oct 14, 2001",,,-0.188,,,, 299 | "Oct 20, 2001",,,-0.187,,,, 300 | "Oct 22, 2001",,,-0.187,,,, 301 | "Nov 7, 2001",,,-0.178,,,, 302 | "Nov 15, 2001",,,-0.173,,,, 303 | "Nov 23, 2001",-0.142,,-0.168,,,, 304 | "Nov 25, 2001",,,-0.167,,,, 305 | "Dec 25, 2001",,,-0.166,,,, 306 | "Jan 1, 2002",,,-0.17,,,, 307 | "Jan 10, 2002",,,-0.177,,,, 308 | "Jan 18, 2002",,,-0.184,,,, 309 | "Feb 6, 2002",,,-0.197,,,, 310 | "Mar 15, 2002",,,-0.193,,,, 311 | "Mar 15, 2002",,,-0.193,,,, 312 | "Apr 20, 2002",,,-0.183,,,, 313 | "May 27, 2002",,,-0.195,,,, 314 | "Jun 3, 2002",-0.285,,-0.197,,,, 315 | "Jun 19, 2002",,,-0.194,,,, 316 | "Jul 2, 2002",,,-0.186,,,, 317 | "Jul 21, 2002",-0.135,,-0.171,,,, 318 | "Aug 6, 2002",,,-0.163,,,, 319 | "Aug 8, 2002",,,-0.163,,,, 320 | "Sep 7, 2002",,,-0.173,,,, 321 | "Sep 13, 2002",,,-0.177,,,, 322 | "Sep 23, 2002",-0.152,,-0.184,,,, 323 | "Oct 20, 2002",,,-0.191,,,, 324 | "Oct 25, 2002",,,-0.189,,,, 325 | "Nov 10, 2002",-0.143,,-0.18,,,, 326 | "Nov 25, 2002",,,-0.17,,,, 327 | "Dec 12, 2002",,,-0.165,,,, 328 | "Dec 28, 2002",-0.14,,-0.171,,,, 329 | "Jan 1, 2003",,,-0.173,,,, 330 | "Jan 13, 2003",,,-0.183,,,, 331 | "Jan 29, 2003",,,-0.196,,,, 332 | "Feb 6, 2003",,,-0.201,,,, 333 | "Feb 14, 2003",-0.185,,-0.203,,,, 334 | "Mar 2, 2003",,,-0.202,,,, 335 | "Mar 15, 2003",,,-0.197,,,, 336 | "Apr 19, 2003",,,-0.186,,,, 337 | "Apr 20, 2003",,,-0.186,,,, 338 | "May 27, 2003",,,-0.199,,,, 339 | "Jul 2, 2003",,,-0.189,,,, 340 | "Aug 8, 2003",,,-0.166,,,, 341 | "Aug 25, 2003",-0.146,,-0.169,,,, 342 | "Sep 13, 2003",,,-0.181,,,, 343 | "Oct 20, 2003",,,-0.194,,,, 344 | "Oct 28, 2003",,,-0.191,,,, 345 | "Nov 13, 2003",,,-0.181,,,, 346 | "Nov 25, 2003",,,-0.174,,,, 347 | "Dec 7, 2003",,,-0.169,,,, 348 | "Dec 15, 2003",,,-0.169,,,, 349 | "Dec 23, 2003",,,-0.171,,,, 350 | "Jan 1, 2004",,,-0.176,,,, 351 | "Jan 16, 2004",-0.124,,-0.189,,,, 352 | "Jan 24, 2004",-0.161,,-0.196,,,, 353 | "Feb 1, 2004",-0.175,,-0.201,,,, 354 | "Feb 6, 2004",,,-0.204,,,, 355 | "Feb 9, 2004",,,-0.205,,,, 356 | "Mar 12, 2004",,,-0.201,,,, 357 | "Mar 14, 2004",,,-0.2,,,, 358 | "Apr 13, 2004",-0.123,,-0.189,,,, 359 | "Apr 19, 2004",,,-0.189,,,, 360 | "May 26, 2004",,,-0.202,,,, 361 | "Jul 2, 2004",,,-0.192,,,, 362 | "Jul 2, 2004",,,-0.192,,,, 363 | "Jul 18, 2004",,,-0.179,,,, 364 | "Aug 7, 2004",,,-0.17,,,, 365 | "Sep 13, 2004",,,-0.184,,,, 366 | "Oct 14, 2004",,,-0.198,,,, 367 | "Oct 19, 2004",,,-0.197,,,, 368 | "Oct 22, 2004",,,-0.196,,,, 369 | "Oct 30, 2004",,,-0.193,,,, 370 | "Nov 15, 2004",,,-0.182,,,, 371 | "Nov 23, 2004",-0.107,,-0.177,,,, 372 | "Nov 25, 2004",,,-0.176,,,, 373 | "Dec 9, 2004",-0.118,,-0.172,,,, 374 | "Dec 17, 2004",,,-0.173,,,, 375 | "Dec 25, 2004",-0.113,,-0.176,,,, 376 | "Jan 1, 2005",,,-0.18,,,, 377 | "Jan 26, 2005",-0.109,,-0.201,,,, 378 | "Feb 6, 2005",,,-0.207,,,, 379 | "Mar 15, 2005",,,-0.203,,,, 380 | "Apr 20, 2005",,,-0.193,,,, 381 | "Apr 24, 2005",,,-0.193,,,, 382 | "May 18, 2005",,,-0.202,,,, 383 | "May 27, 2005",,,-0.205,,,, 384 | "Jul 2, 2005",,,-0.196,,,, 385 | "Jul 13, 2005",,,-0.187,,,, 386 | "Aug 8, 2005",,,-0.173,,,, 387 | "Aug 14, 2005",,,-0.172,,,, 388 | "Aug 22, 2005",-0.049,,-0.174,,,, 389 | "Aug 30, 2005",,,-0.178,,,, 390 | "Sep 13, 2005",,,-0.187,,,, 391 | "Sep 23, 2005",,,-0.194,,,, 392 | "Oct 1, 2005",-0.116,,-0.198,,,, 393 | "Oct 20, 2005",,,,,,, 394 | "Nov 10, 2005",,,,,,, 395 | "Nov 18, 2005",,,,,,, 396 | "Nov 25, 2005",,,,,,, 397 | "Nov 26, 2005",,,,,,, 398 | "Jan 1, 2006",,,,,,, 399 | "Jan 21, 2006",,,,,,, 400 | "Feb 6, 2006",,,,,,, 401 | "Feb 6, 2006",-0.096,,,-0.068,,, 402 | "Feb 14, 2006",-0.102,,,-0.069,,, 403 | "Feb 22, 2006",,,,-0.069,,, 404 | "Mar 15, 2006",,,,-0.069,,, 405 | "Apr 3, 2006",,,,-0.067,,, 406 | "Apr 20, 2006",,,,-0.065,,, 407 | "May 21, 2006",,,,-0.062,,, 408 | "May 27, 2006",,,,-0.062,,, 409 | "Jul 2, 2006",,,,-0.064,,, 410 | "Aug 8, 2006",,,,-0.068,,, 411 | "Sep 2, 2006",-0.083,,,-0.069,,, 412 | "Sep 10, 2006",-0.082,,,-0.069,,, 413 | "Sep 13, 2006",,,,-0.069,,, 414 | "Sep 26, 2006",,,,-0.068,,, 415 | "Oct 20, 2006",,,,-0.065,,, 416 | "Nov 21, 2006",,,,-0.062,,, 417 | "Nov 25, 2006",,,,-0.062,,, 418 | "Nov 29, 2006",,,,-0.062,,, 419 | "Dec 31, 2006",-0.066,,,-0.064,,, 420 | "Jan 1, 2007",,,,-0.064,,, 421 | "Jan 16, 2007",-0.07,,,-0.065,,, 422 | "Feb 1, 2007",-0.072,,,-0.067,,, 423 | "Feb 6, 2007",,,,-0.068,,, 424 | "Feb 25, 2007",,,,-0.069,,, 425 | "Mar 15, 2007",,,,-0.068,,, 426 | "Mar 21, 2007",,,,-0.068,,, 427 | "Apr 20, 2007",,,,-0.065,,, 428 | "May 27, 2007",,,,-0.062,,, 429 | "Jul 2, 2007",,,,-0.063,,, 430 | "Jul 19, 2007",-0.071,,,-0.065,,, 431 | "Aug 8, 2007",,,,-0.068,,, 432 | "Sep 5, 2007",,,,-0.069,,, 433 | "Sep 13, 2007",,,,-0.068,,, 434 | "Oct 20, 2007",,,,-0.065,,, 435 | "Nov 25, 2007",,,,-0.062,,, 436 | "Jan 1, 2008",,,,-0.063,,, 437 | "Jan 11, 2008",-0.059,,,-0.065,,, 438 | "Jan 27, 2008",,,,-0.066,,, 439 | "Feb 4, 2008",-0.069,,,-0.067,,, 440 | "Feb 6, 2008",,,,-0.067,,, 441 | "Mar 7, 2008",-0.062,,,-0.068,,, 442 | "Mar 14, 2008",,,,-0.068,,, 443 | "Mar 15, 2008",,,,-0.068,,, 444 | "Apr 8, 2008",-0.063,,,-0.066,,, 445 | "Apr 16, 2008",-0.062,,,-0.065,,, 446 | "Apr 19, 2008",,,,-0.065,,, 447 | "May 10, 2008",-0.057,,,-0.062,,, 448 | "May 26, 2008",,,,-0.061,,, 449 | "Jul 2, 2008",,,,-0.063,,, 450 | "Aug 7, 2008",,,,-0.067,,, 451 | "Sep 7, 2008",,,,-0.068,,, 452 | "Sep 13, 2008",,,,-0.068,,, 453 | "Oct 17, 2008",,,,-0.065,,, 454 | "Oct 19, 2008",,,,-0.064,,, 455 | "Oct 25, 2008",-0.059,,,-0.064,,, 456 | "Nov 10, 2008",,,,-0.062,,, 457 | "Nov 18, 2008",,,,-0.062,,, 458 | "Nov 25, 2008",,,,-0.061,,, 459 | "Dec 4, 2008",,,,-0.061,,, 460 | "Dec 12, 2008",-0.064,,,-0.062,,, 461 | "Dec 20, 2008",-0.053,,,-0.062,,, 462 | "Dec 28, 2008",-0.053,,,-0.063,,, 463 | "Jan 1, 2009",,,,-0.063,,, 464 | "Jan 21, 2009",,,,-0.065,,, 465 | "Feb 6, 2009",,,,-0.067,,, 466 | "Feb 14, 2009",,,,-0.068,,, 467 | "Mar 10, 2009",-0.056,,,-0.068,,, 468 | "Mar 15, 2009",,,,-0.068,,, 469 | "Mar 18, 2009",,,,-0.068,,, 470 | "Mar 26, 2009",,,,-0.067,,, 471 | "Apr 20, 2009",,,,-0.064,,, 472 | "May 27, 2009",,,,-0.061,,, 473 | "Jul 2, 2009",,,,-0.063,,, 474 | "Jul 24, 2009",-0.075,,,-0.066,,, 475 | "Aug 8, 2009",,,,-0.067,,, 476 | "Aug 9, 2009",,,,-0.067,,, 477 | "Aug 17, 2009",,,,-0.068,,, 478 | "Sep 2, 2009",-0.053,,,-0.068,,, 479 | "Sep 10, 2009",,,,-0.068,,, 480 | "Sep 13, 2009",,,,-0.068,,, 481 | "Sep 26, 2009",,,,-0.067,,, 482 | "Oct 4, 2009",-0.065,,,-0.066,,, 483 | "Oct 12, 2009",,,,-0.065,,, 484 | "Oct 20, 2009",,,,-0.064,,, 485 | "Oct 20, 2009",,,,-0.064,,, 486 | "Nov 13, 2009",,,,-0.062,,, 487 | "Nov 25, 2009",,,,-0.061,,, 488 | "Dec 7, 2009",-0.057,,,-0.061,,, 489 | "Dec 31, 2009",-0.059,,,-0.063,,, 490 | "Jan 1, 2010",,,,-0.063,,, 491 | "Jan 24, 2010",,,,-0.066,,, 492 | "Feb 6, 2010",,,,-0.067,,, 493 | "Feb 17, 2010",,,,-0.068,,, 494 | "Mar 15, 2010",,,,-0.068,,, 495 | "Mar 21, 2010",-0.068,,,-0.067,,, 496 | "Apr 20, 2010",,,,-0.064,,, 497 | "Apr 22, 2010",,,,-0.064,,, 498 | "May 8, 2010",,,,-0.062,,, 499 | "May 24, 2010",-0.063,,,-0.061,,, 500 | "May 27, 2010",,,,-0.061,,, 501 | "Jul 2, 2010",,,,-0.063,,, 502 | "Aug 8, 2010",,,,-0.067,,, 503 | "Aug 12, 2010",,,,-0.067,,, 504 | "Aug 28, 2010",,,,-0.068,,, 505 | "Sep 13, 2010",,,,-0.068,,, 506 | "Sep 13, 2010",-0.07,,,-0.068,,, 507 | "Oct 20, 2010",,,,-0.064,,, 508 | "Oct 31, 2010",-0.065,,,-0.063,,, 509 | "Nov 25, 2010",,,,-0.061,,, 510 | "Dec 18, 2010",,,,-0.061,,, 511 | "Jan 1, 2011",,,,-0.063,,, 512 | "Jan 27, 2011",,,,-0.066,,, 513 | "Feb 4, 2011",,,,-0.066,,, 514 | "Feb 6, 2011",,,,-0.067,,, 515 | "Feb 20, 2011",-0.061,,,-0.068,,, 516 | "Mar 15, 2011",,,,-0.067,,, 517 | "Apr 1, 2011",,,,-0.066,,, 518 | "Apr 20, 2011",,,,-0.064,,, 519 | "Apr 25, 2011",,,,-0.063,,, 520 | "May 11, 2011",,,,-0.062,,, 521 | "May 27, 2011",,,,-0.061,,, 522 | "May 27, 2011",,,,-0.061,,, 523 | "Jun 12, 2011",,,,-0.061,,, 524 | "Jun 28, 2011",,,,-0.062,,, 525 | "Jul 2, 2011",,,,-0.062,,, 526 | "Jul 14, 2011",,,,-0.064,,, 527 | "Jul 30, 2011",-0.001,,,-0.066,,, 528 | "Aug 7, 2011",-0.065,,,-0.066,,, 529 | "Aug 8, 2011",,,,-0.067,,, 530 | "Aug 31, 2011",,,,-0.068,,, 531 | "Sep 13, 2011",,,,-0.067,,, 532 | "Sep 16, 2011",,,,-0.067,,, 533 | "Oct 2, 2011",-0.075,,,-0.066,,, 534 | "Oct 18, 2011",,,,-0.064,,, 535 | "Oct 20, 2011",,,,-0.064,,, 536 | "Nov 11, 2011",-0.056,,,-0.061,,, 537 | "Nov 25, 2011",,,,-0.061,,, 538 | "Dec 21, 2011",-0.055,,,-0.061,,, 539 | "Jan 1, 2012",,,,-0.062,,, 540 | "Jan 6, 2012",,,,-0.063,,, 541 | "Jan 22, 2012",-0.055,,,-0.065,,, 542 | "Feb 6, 2012",,,,-0.066,,, 543 | "Feb 23, 2012",,,,-0.067,,, 544 | "Mar 14, 2012",,,,-0.067,,, 545 | "Apr 19, 2012",,,,-0.064,,, 546 | "May 13, 2012",,,,-0.061,,, 547 | "May 26, 2012",,,,-0.06,,, 548 | "Jun 14, 2012",,,,-0.061,,, 549 | "Jul 2, 2012",,,,-0.062,,, 550 | "Aug 7, 2012",,,,-0.066,,, 551 | "Sep 13, 2012",,,,-0.067,,, 552 | "Sep 18, 2012",-0.069,,,-0.067,,, 553 | "Oct 19, 2012",,,,-0.063,,, 554 | "Nov 25, 2012",,,,-0.06,,, 555 | "Jan 1, 2013",,,,-0.062,,, 556 | "Jan 8, 2013",,,,-0.063,,, 557 | "Jan 24, 2013",,,,-0.065,,, 558 | "Feb 6, 2013",,,,-0.066,,, 559 | "Feb 25, 2013",,,,-0.067,,, 560 | "Mar 13, 2013",,,,-0.067,,, 561 | "Mar 15, 2013",,,,-0.067,,, 562 | "Apr 20, 2013",,,,-0.063,,, 563 | "May 27, 2013",,,,-0.06,,, 564 | "Jun 25, 2013",,,,-0.061,,, 565 | "Jul 2, 2013",,,,-0.062,,, 566 | "Jul 3, 2013",,,,-0.062,,, 567 | "Aug 4, 2013",,,,-0.066,,, 568 | "Aug 8, 2013",,,,-0.066,,, 569 | "Sep 13, 2013",,,,-0.067,,, 570 | "Sep 13, 2013",,,,-0.067,,, 571 | "Sep 21, 2013",-0.076,,,-0.066,,, 572 | "Oct 7, 2013",-0.043,,,-0.065,,, 573 | "Oct 15, 2013",-0.07,,,-0.064,,, 574 | "Oct 20, 2013",,,,-0.063,,, 575 | "Oct 23, 2013",,,,-0.063,,, 576 | "Nov 25, 2013",,,,-0.06,,, 577 | "Dec 10, 2013",-0.058,,,-0.06,,, 578 | "Dec 18, 2013",,,,-0.061,,, 579 | "Dec 26, 2013",-0.019,,,-0.061,,, 580 | "Jan 1, 2014",,,,-0.062,,, 581 | "Jan 3, 2014",-0.067,,,-0.062,,, 582 | "Jan 11, 2014",-0.058,,,-0.063,,, 583 | "Jan 27, 2014",,,,-0.065,,, 584 | "Feb 4, 2014",-0.054,,,-0.066,,, 585 | "Feb 6, 2014",,,,-0.066,,, 586 | "Feb 20, 2014",,,,-0.067,,, 587 | "Mar 15, 2014",,,,-0.067,,, 588 | "Mar 16, 2014",,,,-0.067,,, 589 | "Apr 1, 2014",,,,-0.065,,, 590 | "Apr 20, 2014",,,,-0.063,,, 591 | "May 19, 2014",,,,-0.06,,, 592 | "May 27, 2014",,,,-0.06,,, 593 | "Jul 2, 2014",,,,-0.062,,, 594 | "Jul 6, 2014",-0.038,,,-0.062,,, 595 | "Aug 8, 2014",,,,-0.066,,, 596 | "Aug 23, 2014",,,,-0.067,,, 597 | "Aug 31, 2014",-0.022,,,-0.067,,, 598 | "Sep 8, 2014",,,,-0.067,,, 599 | "Sep 13, 2014",,,,-0.067,,, 600 | "Sep 24, 2014",,,,-0.066,,, 601 | "Oct 18, 2014",-0.073,,,-0.063,,, 602 | "Oct 20, 2014",,,,-0.063,,, 603 | "Nov 3, 2014",,,,-0.061,,, 604 | "Nov 11, 2014",,,,-0.061,,, 605 | "Nov 25, 2014",,,,-0.06,,, 606 | "Dec 13, 2014",,,,-0.06,,, 607 | "Dec 21, 2014",-0.06,,,-0.061,,, 608 | "Dec 29, 2014",,,,-0.061,,, 609 | "Jan 1, 2015",,,,-0.062,,, 610 | "Jan 6, 2015",-0.054,,,-0.062,,, 611 | "Jan 14, 2015",,,,-0.063,,, 612 | "Feb 6, 2015",,,,-0.066,,, 613 | "Feb 7, 2015",-0.058,,,-0.066,,, 614 | "Feb 15, 2015",,,,-0.066,,, 615 | "Feb 23, 2015",,,,-0.067,,, 616 | "Mar 3, 2015",-0.064,,,-0.067,,, 617 | "Mar 15, 2015",,,,-0.066,,, 618 | "Mar 27, 2015",-0.064,,,-0.066,,, 619 | "Apr 4, 2015",-0.068,,,-0.065,,, 620 | "Apr 20, 2015",,,,-0.063,,, 621 | "May 27, 2015",,,,-0.06,,, 622 | "Jul 2, 2015",,,,-0.061,,, 623 | "Jul 9, 2015",,,,-0.062,,, 624 | "Aug 8, 2015",,,,-0.066,,, 625 | "Aug 18, 2015",-0.072,,,-0.066,,, 626 | "Aug 26, 2015",-0.083,,,-0.067,,, 627 | "Sep 3, 2015",-0.073,,,-0.067,,, 628 | "Sep 11, 2015",-0.065,,,-0.066,,, 629 | "Sep 13, 2015",,,,-0.066,,, 630 | "Sep 27, 2015",-0.072,,,-0.065,,, 631 | "Oct 5, 2015",-0.07,,,-0.064,,, 632 | "Oct 20, 2015",,,,-0.063,,, 633 | "Oct 21, 2015",-0.067,,,-0.063,,, 634 | "Oct 29, 2015",,,,-0.062,,, 635 | "Nov 14, 2015",,,,-0.06,,, 636 | "Nov 22, 2015",,,,-0.06,,, 637 | "Nov 25, 2015",,,,-0.06,,, 638 | "Dec 8, 2015",-0.059,,,-0.06,,, 639 | "Dec 16, 2015",-0.057,,,-0.06,,, 640 | "Dec 24, 2015",-0.055,,,-0.061,,, 641 | "Jan 1, 2016",,,,-0.061,,, 642 | "Jan 9, 2016",-0.054,,,-0.062,,, 643 | "Jan 17, 2016",,,,-0.063,,, 644 | "Jan 25, 2016",-0.058,,,-0.064,,, 645 | "Feb 2, 2016",,,,-0.065,,, 646 | "Feb 6, 2016",,,,-0.065,,, 647 | "Feb 18, 2016",,,,-0.066,,, 648 | "Feb 26, 2016",,,,-0.066,,, 649 | "Mar 5, 2016",,,,-0.066,,, 650 | "Mar 14, 2016",,,,-0.066,,, 651 | "Mar 21, 2016",,,,-0.066,,, 652 | "Mar 29, 2016",,,,-0.065,,, 653 | "Apr 19, 2016",,,,-0.063,,, 654 | "May 16, 2016",,,,-0.06,,, 655 | "May 26, 2016",,,,-0.059,,, 656 | "Jul 2, 2016",,,,-0.061,,, 657 | "Jul 11, 2016",,,,-0.062,,, 658 | "Aug 7, 2016",,,,-0.065,,, 659 | "Aug 12, 2016",,,,-0.066,,, 660 | "Aug 20, 2016",-0.072,,,-0.066,,, 661 | "Aug 28, 2016",,,,-0.066,,, 662 | "Sep 13, 2016",,,,-0.066,,, 663 | "Sep 13, 2016",,,,-0.066,,, 664 | "Sep 21, 2016",-0.084,,,-0.065,,, 665 | "Sep 29, 2016",-0.085,,,-0.065,,, 666 | "Oct 19, 2016",,,,-0.062,,, 667 | "Oct 31, 2016",-0.07,,,-0.061,,, 668 | "Nov 8, 2016",-0.044,,,-0.06,,, 669 | "Nov 16, 2016",-0.062,,,-0.06,,, 670 | "Nov 24, 2016",-0.057,,,-0.059,,, 671 | "Nov 25, 2016",,,,-0.059,,, 672 | "Jan 1, 2017",,,,-0.061,,, 673 | "Jan 3, 2017",,,,-0.061,,, 674 | "Jan 11, 2017",-0.059,,,-0.062,,, 675 | "Jan 19, 2017",-0.062,,,-0.063,,, 676 | "Feb 4, 2017",,,,-0.065,,, 677 | "Feb 6, 2017",,,,-0.065,,, 678 | "Feb 12, 2017",-0.061,,,-0.066,,, 679 | "Feb 20, 2017",-0.067,,,-0.066,,, 680 | "Feb 28, 2017",-0.064,,,-0.066,,, 681 | "Mar 15, 2017",,,,-0.066,,, 682 | "Mar 16, 2017",,,,-0.066,,, 683 | "Apr 9, 2017",,,,-0.064,,, 684 | "Apr 20, 2017",,,,-0.062,,, 685 | "May 27, 2017",,,,-0.059,,, 686 | "May 27, 2017",-0.067,,,-0.059,,, 687 | "Jul 2, 2017",,,,-0.061,,, 688 | "Jul 14, 2017",,,,-0.062,,, 689 | "Aug 8, 2017",,,,-0.065,,, 690 | "Aug 31, 2017",,,,-0.066,,, 691 | "Sep 13, 2017",,,,-0.066,,, 692 | "Sep 16, 2017",,,,-0.066,,, 693 | "Oct 2, 2017",,,,-0.064,,, 694 | "Oct 10, 2017",-0.061,,,-0.063,,, 695 | "Oct 18, 2017",-0.073,,,-0.062,,, 696 | "Oct 20, 2017",,,,-0.062,,, 697 | "Oct 26, 2017",,,,-0.061,,, 698 | "Nov 3, 2017",,,,-0.061,,, 699 | "Nov 19, 2017",-0.077,,,-0.059,,, 700 | "Nov 25, 2017",,,,-0.059,,, 701 | "Nov 27, 2017",,,,-0.059,,, 702 | "Dec 5, 2017",-0.066,,,-0.059,,, 703 | "Dec 13, 2017",,,,-0.059,,, 704 | "Jan 1, 2018",,,,-0.061,,, 705 | "Jan 6, 2018",,,,-0.061,,, 706 | "Jan 14, 2018",,,,-0.062,,, 707 | "Jan 22, 2018",,,,-0.063,,, 708 | "Jan 30, 2018",,,,-0.064,,, 709 | "Feb 6, 2018",,,,-0.065,,, 710 | "Feb 7, 2018",-0.064,,,-0.065,,, 711 | "Feb 23, 2018",-0.069,,,-0.066,,, 712 | "Mar 11, 2018",,,,-0.066,,, 713 | "Mar 15, 2018",,,,-0.066,,, 714 | "Mar 19, 2018",-0.062,,,-0.065,,, 715 | "Apr 12, 2018",,,,-0.063,,, 716 | "Apr 20, 2018",,,,-0.062,,, 717 | "Apr 28, 2018",,,,-0.061,,, 718 | "May 27, 2018",,,,-0.059,,, 719 | "Jul 2, 2018",,,,-0.061,,, 720 | "Aug 2, 2018",,,,-0.064,,, 721 | "Aug 8, 2018",,,,-0.065,,, 722 | "Aug 26, 2018",,,,-0.066,,, 723 | "Sep 11, 2018",,,,-0.066,,, 724 | "Sep 13, 2018",,,,-0.066,,, 725 | "Sep 19, 2018",-0.073,,,-0.065,,, 726 | "Oct 5, 2018",,,,-0.064,,, 727 | "Oct 20, 2018",,,,-0.062,,, 728 | "Oct 29, 2018",-0.065,,,-0.061,,, 729 | "Nov 14, 2018",,,,-0.059,,, 730 | "Nov 22, 2018",,,,-0.059,,, 731 | "Nov 25, 2018",,,,-0.059,,, 732 | "Dec 16, 2018",-0.058,,,-0.059,,, 733 | "Jan 1, 2019",,,,-0.061,,, 734 | "Jan 1, 2019",,,,-0.061,,, 735 | "Jan 9, 2019",-0.015,,,-0.062,,, 736 | "Jan 17, 2019",,,,-0.062,,, 737 | "Jan 25, 2019",,,,-0.063,,, 738 | "Feb 2, 2019",,,,-0.064,,, 739 | "Feb 6, 2019",,,,-0.065,,, 740 | "Feb 10, 2019",,,,-0.065,,, 741 | "Feb 18, 2019",,,,-0.065,,, 742 | "Feb 26, 2019",-0.059,,,-0.066,,, 743 | "Mar 15, 2019",,,,-0.065,,, 744 | "Apr 7, 2019",,,,-0.063,,, 745 | "Apr 20, 2019",,,,-0.062,,, 746 | "May 1, 2019",,,,-0.061,,, 747 | "May 27, 2019",,,,-0.059,,, 748 | "Jul 2, 2019",,,,-0.06,,, 749 | "Jul 4, 2019",,,,-0.061,,, 750 | "Jul 12, 2019",,,,-0.062,,, 751 | "Aug 8, 2019",,,,-0.065,,, 752 | "Aug 21, 2019",-0.062,,,-0.065,,, 753 | "Aug 29, 2019",,,,-0.066,,, 754 | "Sep 6, 2019",,,,-0.066,,, 755 | "Sep 13, 2019",,,,-0.065,,, 756 | "Sep 22, 2019",,,,-0.065,,, 757 | "Oct 20, 2019",,,,-0.062,,, 758 | "Nov 1, 2019",-0.044,,,-0.06,,, 759 | "Nov 25, 2019",,,,-0.059,,, 760 | "Dec 3, 2019",,,,-0.059,,, 761 | "Dec 27, 2019",-0.062,,,-0.06,,, 762 | "Jan 1, 2020",,,,-0.06,,, 763 | "Jan 4, 2020",-0.059,,,-0.061,,, 764 | "Jan 28, 2020",,,,-0.064,,, 765 | "Feb 5, 2020",-0.058,,,-0.064,,, 766 | "Feb 13, 2020",,,,-0.065,,, 767 | "Feb 21, 2020",,,,-0.065,,, 768 | "Feb 29, 2020",,,,-0.066,,, 769 | "Mar 16, 2020",,,,-0.065,,, 770 | "Mar 24, 2020",,,,-0.064,,, 771 | "Apr 25, 2020",-0.071,,,-0.061,,, 772 | "Jun 4, 2020",,,,-0.058,,, 773 | "Aug 15, 2020",,,,-0.065,,, 774 | "Sep 8, 2020",-0.063,,,-0.065,,, 775 | "Sep 16, 2020",-0.07,,,-0.065,,, 776 | "Oct 10, 2020",-0.058,,,-0.062,,, 777 | "Oct 18, 2020",-0.063,,,,,, 778 | "Oct 26, 2020",,,,,,, 779 | "Nov 19, 2020",,,,,,, 780 | "Dec 5, 2020",,,,,,, 781 | "Dec 13, 2020",,,,,,, 782 | -------------------------------------------------------------------------------- /examples/EGYPT_ccdc_tcg.csv: -------------------------------------------------------------------------------- 1 | Date,Observation,fit 1,fit 2,fit 3,fit 4,fit 5,fit 6 2 | "Jan 1, 1985",,,,,,, 3 | "Feb 6, 1985",,,,,,, 4 | "Mar 15, 1985",,,,,,, 5 | "Mar 22, 1985",,,,,,, 6 | "Apr 20, 1985",,,,,,, 7 | "Apr 23, 1985",,,,,,, 8 | "May 27, 1985",,,,,,, 9 | "Jul 2, 1985",,,,,,, 10 | "Jul 28, 1985",,,,,,, 11 | "Aug 8, 1985",,,,,,, 12 | "Aug 13, 1985",,,,,,, 13 | "Sep 13, 1985",,,,,,, 14 | "Oct 20, 1985",,,,,,, 15 | "Nov 25, 1985",,,,,,, 16 | "Jan 1, 1986",,,,,,, 17 | "Jan 4, 1986",-0.01,-0.022,,,,, 18 | "Feb 5, 1986",-0.031,-0.022,,,,, 19 | "Feb 6, 1986",,-0.022,,,,, 20 | "Feb 21, 1986",-0.015,-0.021,,,,, 21 | "Mar 9, 1986",,-0.021,,,,, 22 | "Mar 15, 1986",,-0.021,,,,, 23 | "Apr 20, 1986",,-0.019,,,,, 24 | "May 27, 1986",,-0.018,,,,, 25 | "Jul 2, 1986",,-0.018,,,,, 26 | "Aug 8, 1986",,-0.018,,,,, 27 | "Aug 16, 1986",,-0.018,,,,, 28 | "Sep 1, 1986",,-0.019,,,,, 29 | "Sep 13, 1986",,-0.019,,,,, 30 | "Sep 17, 1986",,-0.019,,,,, 31 | "Oct 20, 1986",,-0.021,,,,, 32 | "Nov 4, 1986",-0.025,-0.021,,,,, 33 | "Nov 25, 1986",,-0.022,,,,, 34 | "Dec 22, 1986",-0.024,-0.022,,,,, 35 | "Jan 1, 1987",,-0.022,,,,, 36 | "Jan 23, 1987",-0.021,-0.022,,,,, 37 | "Feb 6, 1987",,-0.022,,,,, 38 | "Feb 8, 1987",-0.025,-0.022,,,,, 39 | "Mar 15, 1987",,-0.021,,,,, 40 | "Mar 28, 1987",,-0.02,,,,, 41 | "Apr 20, 1987",,-0.019,,,,, 42 | "May 27, 1987",,-0.018,,,,, 43 | "Jul 2, 1987",,-0.018,,,,, 44 | "Aug 8, 1987",,-0.018,,,,, 45 | "Sep 13, 1987",,-0.019,,,,, 46 | "Oct 6, 1987",,-0.02,,,,, 47 | "Oct 20, 1987",,-0.021,,,,, 48 | "Nov 25, 1987",,-0.022,,,,, 49 | "Jan 1, 1988",,-0.022,,,,, 50 | "Jan 10, 1988",-0.029,-0.022,,,,, 51 | "Jan 26, 1988",-0.028,-0.022,,,,, 52 | "Feb 6, 1988",,-0.022,,,,, 53 | "Feb 11, 1988",-0.027,-0.021,,,,, 54 | "Feb 27, 1988",-0.032,-0.021,,,,, 55 | "Mar 14, 1988",,-0.021,,,,, 56 | "Mar 14, 1988",,-0.021,,,,, 57 | "Apr 19, 1988",,-0.019,,,,, 58 | "May 1, 1988",,-0.019,,,,, 59 | "May 26, 1988",,-0.018,,,,, 60 | "Jun 2, 1988",,-0.018,,,,, 61 | "Jul 2, 1988",,-0.018,,,,, 62 | "Jul 4, 1988",,-0.018,,,,, 63 | "Jul 20, 1988",,-0.018,,,,, 64 | "Aug 7, 1988",,-0.018,,,,, 65 | "Aug 21, 1988",,-0.019,,,,, 66 | "Sep 6, 1988",,-0.019,,,,, 67 | "Sep 13, 1988",,-0.019,,,,, 68 | "Sep 22, 1988",,-0.02,,,,, 69 | "Oct 8, 1988",-0.022,-0.02,,,,, 70 | "Oct 19, 1988",,-0.021,,,,, 71 | "Oct 24, 1988",,-0.021,,,,, 72 | "Nov 9, 1988",-0.028,-0.021,,,,, 73 | "Nov 25, 1988",,-0.022,,,,, 74 | "Dec 11, 1988",-0.012,-0.022,,,,, 75 | "Dec 19, 1988",-0.028,-0.022,,,,, 76 | "Dec 27, 1988",-0.027,-0.022,,,,, 77 | "Jan 1, 1989",,-0.022,,,,, 78 | "Jan 28, 1989",-0.024,-0.022,,,,, 79 | "Feb 6, 1989",,-0.022,,,,, 80 | "Feb 13, 1989",-0.025,-0.021,,,,, 81 | "Mar 1, 1989",-0.033,-0.021,,,,, 82 | "Mar 15, 1989",,-0.021,,,,, 83 | "Apr 2, 1989",,-0.02,,,,, 84 | "Apr 20, 1989",,-0.019,,,,, 85 | "May 4, 1989",,-0.019,,,,, 86 | "May 20, 1989",,-0.018,,,,, 87 | "May 27, 1989",,-0.018,,,,, 88 | "Jun 5, 1989",,-0.018,,,,, 89 | "Jun 21, 1989",,-0.018,,,,, 90 | "Jul 2, 1989",,-0.018,,,,, 91 | "Aug 8, 1989",,-0.018,,,,, 92 | "Aug 24, 1989",,-0.019,,,,, 93 | "Sep 9, 1989",,-0.019,,,,, 94 | "Sep 13, 1989",,-0.019,,,,, 95 | "Sep 25, 1989",,-0.02,,,,, 96 | "Oct 20, 1989",,-0.021,,,,, 97 | "Nov 25, 1989",,-0.022,,,,, 98 | "Dec 30, 1989",-0.021,-0.022,,,,, 99 | "Jan 1, 1990",,-0.022,,,,, 100 | "Jan 15, 1990",-0.028,-0.022,,,,, 101 | "Feb 6, 1990",,-0.022,,,,, 102 | "Mar 4, 1990",,-0.021,,,,, 103 | "Mar 15, 1990",,-0.021,,,,, 104 | "Apr 5, 1990",,-0.02,,,,, 105 | "Apr 20, 1990",,-0.019,,,,, 106 | "Apr 21, 1990",,-0.019,,,,, 107 | "May 23, 1990",,-0.018,,,,, 108 | "May 27, 1990",,-0.018,,,,, 109 | "Jun 24, 1990",,-0.018,,,,, 110 | "Jul 2, 1990",,-0.018,,,,, 111 | "Jul 10, 1990",,-0.018,,,,, 112 | "Jul 26, 1990",,-0.018,,,,, 113 | "Aug 8, 1990",,-0.018,,,,, 114 | "Aug 11, 1990",,-0.018,,,,, 115 | "Aug 27, 1990",,-0.019,,,,, 116 | "Sep 13, 1990",,-0.019,,,,, 117 | "Oct 14, 1990",,-0.02,,,,, 118 | "Oct 20, 1990",,-0.021,,,,, 119 | "Oct 30, 1990",-0.021,-0.021,,,,, 120 | "Nov 15, 1990",-0.013,-0.021,,,,, 121 | "Nov 25, 1990",,-0.022,,,,, 122 | "Dec 17, 1990",-0.016,-0.022,,,,, 123 | "Jan 1, 1991",,-0.022,,,,, 124 | "Feb 3, 1991",-0.021,-0.022,,,,, 125 | "Feb 6, 1991",,-0.022,,,,, 126 | "Feb 19, 1991",-0.026,-0.021,,,,, 127 | "Mar 7, 1991",,-0.021,,,,, 128 | "Mar 15, 1991",,-0.021,,,,, 129 | "Mar 23, 1991",,-0.02,,,,, 130 | "Apr 8, 1991",,-0.02,,,,, 131 | "Apr 20, 1991",,-0.019,,,,, 132 | "Apr 24, 1991",,-0.019,,,,, 133 | "May 26, 1991",,-0.018,,,,, 134 | "May 27, 1991",,-0.018,,,,, 135 | "Jun 11, 1991",,-0.018,,,,, 136 | "Jun 27, 1991",,-0.018,,,,, 137 | "Jul 2, 1991",,-0.018,,,,, 138 | "Jul 13, 1991",,-0.018,,,,, 139 | "Aug 8, 1991",,-0.018,,,,, 140 | "Aug 14, 1991",,-0.018,,,,, 141 | "Sep 13, 1991",,-0.019,,,,, 142 | "Oct 17, 1991",,-0.02,,,,, 143 | "Oct 20, 1991",,-0.021,,,,, 144 | "Nov 2, 1991",-0.021,-0.021,,,,, 145 | "Nov 18, 1991",-0.02,-0.021,,,,, 146 | "Nov 25, 1991",,-0.022,,,,, 147 | "Dec 4, 1991",-0.026,-0.022,,,,, 148 | "Jan 1, 1992",,-0.022,,,,, 149 | "Jan 5, 1992",-0.026,-0.022,,,,, 150 | "Jan 21, 1992",-0.034,-0.022,,,,, 151 | "Feb 6, 1992",,-0.022,,,,, 152 | "Mar 14, 1992",,-0.021,,,,, 153 | "Mar 17, 1992",,-0.02,,,,, 154 | "Mar 25, 1992",,-0.02,,,,, 155 | "Apr 19, 1992",,-0.019,,,,, 156 | "Apr 26, 1992",,-0.019,,,,, 157 | "May 12, 1992",,-0.019,,,,, 158 | "May 26, 1992",,-0.018,,,,, 159 | "May 28, 1992",,-0.018,,,,, 160 | "Jun 13, 1992",,-0.018,,,,, 161 | "Jun 29, 1992",,-0.018,,,,, 162 | "Jul 2, 1992",,-0.018,,,,, 163 | "Jul 15, 1992",,-0.018,,,,, 164 | "Aug 7, 1992",,-0.018,,,,, 165 | "Aug 16, 1992",,-0.018,,,,, 166 | "Sep 1, 1992",,-0.019,,,,, 167 | "Sep 13, 1992",,-0.019,,,,, 168 | "Sep 17, 1992",,-0.019,,,,, 169 | "Oct 19, 1992",,-0.021,,,,, 170 | "Oct 19, 1992",,-0.021,,,,, 171 | "Nov 4, 1992",-0.018,-0.021,,,,, 172 | "Nov 25, 1992",,-0.022,,,,, 173 | "Dec 6, 1992",,-0.022,,,,, 174 | "Dec 22, 1992",-0.03,-0.022,,,,, 175 | "Jan 1, 1993",,-0.022,,,,, 176 | "Jan 23, 1993",-0.023,-0.022,,,,, 177 | "Feb 6, 1993",,-0.022,,,,, 178 | "Feb 8, 1993",-0.025,-0.022,,,,, 179 | "Feb 24, 1993",-0.024,-0.021,,,,, 180 | "Mar 15, 1993",,-0.021,,,,, 181 | "Apr 13, 1993",,-0.02,,,,, 182 | "Apr 20, 1993",,-0.019,,,,, 183 | "Apr 29, 1993",,-0.019,,,,, 184 | "May 27, 1993",,-0.018,,,,, 185 | "May 31, 1993",,-0.018,,,,, 186 | "Jun 16, 1993",,-0.018,,,,, 187 | "Jul 2, 1993",,-0.018,,,,, 188 | "Aug 3, 1993",,-0.018,,,,, 189 | "Aug 8, 1993",,-0.018,,,,, 190 | "Aug 19, 1993",,-0.019,,,,, 191 | "Sep 4, 1993",,-0.019,,,,, 192 | "Sep 13, 1993",,-0.019,,,,, 193 | "Sep 20, 1993",,-0.02,,,,, 194 | "Oct 20, 1993",,-0.021,,,,, 195 | "Nov 7, 1993",-0.02,-0.021,,,,, 196 | "Nov 25, 1993",,-0.022,,,,, 197 | "Dec 9, 1993",-0.029,-0.022,,,,, 198 | "Dec 25, 1993",-0.022,-0.022,,,,, 199 | "Jan 1, 1994",,-0.022,,,,, 200 | "Jan 26, 1994",-0.019,-0.022,,,,, 201 | "Feb 6, 1994",,-0.022,,,,, 202 | "Feb 11, 1994",-0.032,-0.021,,,,, 203 | "Feb 27, 1994",-0.021,-0.021,,,,, 204 | "Mar 15, 1994",,-0.021,,,,, 205 | "Mar 15, 1994",,-0.021,,,,, 206 | "Mar 31, 1994",,-0.02,,,,, 207 | "Apr 16, 1994",,-0.019,,,,, 208 | "Apr 20, 1994",,-0.019,,,,, 209 | "May 18, 1994",,-0.018,,,,, 210 | "May 27, 1994",,-0.018,,,,, 211 | "Jun 19, 1994",,-0.018,,,,, 212 | "Jul 2, 1994",,-0.018,,,,, 213 | "Jul 5, 1994",,-0.018,,,,, 214 | "Aug 8, 1994",,-0.018,,,,, 215 | "Aug 22, 1994",,-0.019,,,,, 216 | "Sep 7, 1994",,-0.019,,,,, 217 | "Sep 13, 1994",,-0.019,,,,, 218 | "Sep 23, 1994",,-0.02,,,,, 219 | "Oct 9, 1994",,-0.02,,,,, 220 | "Oct 20, 1994",,-0.021,,,,, 221 | "Oct 25, 1994",-0.008,-0.021,,,,, 222 | "Nov 10, 1994",-0.007,-0.021,,,,, 223 | "Nov 25, 1994",,-0.022,,,,, 224 | "Nov 26, 1994",-0.011,-0.022,,,,, 225 | "Dec 28, 1994",-0.014,-0.022,,,,, 226 | "Jan 1, 1995",,-0.022,,,,, 227 | "Jan 13, 1995",-0.005,-0.022,,,,, 228 | "Jan 29, 1995",-0.01,-0.022,,,,, 229 | "Feb 6, 1995",,-0.022,,,,, 230 | "Feb 14, 1995",-0.007,-0.021,,,,, 231 | "Mar 15, 1995",,-0.021,,,,, 232 | "Mar 18, 1995",-0.01,-0.02,,,,, 233 | "Apr 3, 1995",,-0.02,,,,, 234 | "Apr 19, 1995",,-0.019,,,,, 235 | "Apr 20, 1995",,-0.019,,,,, 236 | "May 5, 1995",,-0.019,,,,, 237 | "May 21, 1995",,-0.018,,,,, 238 | "May 27, 1995",,-0.018,,,,, 239 | "Jun 6, 1995",,-0.018,,,,, 240 | "Jun 22, 1995",,-0.018,,,,, 241 | "Jul 2, 1995",,-0.018,,,,, 242 | "Jul 8, 1995",,-0.018,,,,, 243 | "Jul 24, 1995",,-0.018,,,,, 244 | "Aug 8, 1995",,-0.018,,,,, 245 | "Aug 9, 1995",,-0.018,,,,, 246 | "Aug 25, 1995",,-0.019,,,,, 247 | "Sep 10, 1995",-0.001,-0.019,,,,, 248 | "Sep 13, 1995",,-0.019,,,,, 249 | "Oct 12, 1995",-0.011,-0.02,,,,, 250 | "Oct 20, 1995",,-0.021,,,,, 251 | "Nov 25, 1995",,-0.022,,,,, 252 | "Dec 15, 1995",-0.029,-0.022,,,,, 253 | "Dec 31, 1995",-0.022,-0.022,,,,, 254 | "Jan 1, 1996",,-0.022,,,,, 255 | "Jan 16, 1996",-0.037,-0.022,,,,, 256 | "Feb 1, 1996",-0.027,-0.022,,,,, 257 | "Feb 6, 1996",,-0.022,,,,, 258 | "Mar 4, 1996",-0.026,-0.021,,,,, 259 | "Mar 14, 1996",,-0.021,,,,, 260 | "Mar 20, 1996",,-0.02,,,,, 261 | "Apr 5, 1996",,-0.02,,,,, 262 | "Apr 19, 1996",,-0.019,,,,, 263 | "Apr 21, 1996",,-0.019,,,,, 264 | "May 7, 1996",,-0.019,,,,, 265 | "May 23, 1996",,-0.018,,,,, 266 | "May 26, 1996",,-0.018,,,,, 267 | "Jun 8, 1996",,-0.018,,,,, 268 | "Jun 24, 1996",,-0.018,,,,, 269 | "Jul 2, 1996",,-0.018,,,,, 270 | "Jul 10, 1996",,-0.018,,,,, 271 | "Jul 26, 1996",,-0.018,,,,, 272 | "Aug 7, 1996",,-0.018,,,,, 273 | "Aug 11, 1996",,-0.018,,,,, 274 | "Aug 27, 1996",,-0.019,,,,, 275 | "Sep 12, 1996",,-0.019,,,,, 276 | "Sep 13, 1996",,-0.019,,,,, 277 | "Sep 28, 1996",,-0.02,,,,, 278 | "Oct 14, 1996",,-0.02,,,,, 279 | "Oct 19, 1996",,-0.021,,,,, 280 | "Oct 30, 1996",-0.004,-0.021,,,,, 281 | "Nov 15, 1996",-0.018,-0.021,,,,, 282 | "Nov 25, 1996",,-0.022,,,,, 283 | "Dec 1, 1996",-0.03,-0.022,,,,, 284 | "Dec 17, 1996",-0.011,-0.022,,,,, 285 | "Jan 1, 1997",,-0.022,,,,, 286 | "Jan 18, 1997",-0.031,-0.022,,,,, 287 | "Feb 3, 1997",-0.008,-0.022,,,,, 288 | "Feb 6, 1997",,-0.022,,,,, 289 | "Feb 19, 1997",-0.027,-0.021,,,,, 290 | "Mar 15, 1997",,-0.021,,,,, 291 | "Mar 23, 1997",,-0.02,,,,, 292 | "Apr 8, 1997",,-0.02,,,,, 293 | "Apr 20, 1997",,-0.019,,,,, 294 | "Apr 24, 1997",,-0.019,,,,, 295 | "May 10, 1997",,-0.019,,,,, 296 | "May 27, 1997",,-0.018,,,,, 297 | "Jun 11, 1997",,-0.018,,,,, 298 | "Jun 27, 1997",,-0.018,,,,, 299 | "Jul 2, 1997",,-0.018,,,,, 300 | "Jul 13, 1997",,-0.018,,,,, 301 | "Jul 29, 1997",,-0.018,,,,, 302 | "Aug 8, 1997",,-0.018,,,,, 303 | "Aug 14, 1997",,-0.018,,,,, 304 | "Aug 30, 1997",,-0.019,,,,, 305 | "Sep 13, 1997",,-0.019,,,,, 306 | "Sep 15, 1997",,-0.019,,,,, 307 | "Oct 1, 1997",,-0.02,,,,, 308 | "Oct 17, 1997",,-0.02,,,,, 309 | "Oct 20, 1997",,-0.021,,,,, 310 | "Nov 2, 1997",-0.018,-0.021,,,,, 311 | "Nov 18, 1997",-0.031,-0.021,,,,, 312 | "Nov 25, 1997",,-0.022,,,,, 313 | "Dec 4, 1997",-0.018,-0.022,,,,, 314 | "Dec 20, 1997",-0.027,-0.022,,,,, 315 | "Jan 1, 1998",,-0.022,,,,, 316 | "Jan 5, 1998",-0.016,-0.022,,,,, 317 | "Jan 21, 1998",-0.011,-0.022,,,,, 318 | "Feb 6, 1998",,-0.022,,,,, 319 | "Feb 22, 1998",,-0.021,,,,, 320 | "Mar 10, 1998",,-0.021,,,,, 321 | "Mar 15, 1998",,-0.021,,,,, 322 | "Mar 26, 1998",,-0.02,,,,, 323 | "Apr 11, 1998",,-0.02,,,,, 324 | "Apr 20, 1998",,-0.019,,,,, 325 | "Apr 27, 1998",,-0.019,,,,, 326 | "May 13, 1998",,-0.019,,,,, 327 | "May 27, 1998",,-0.018,,,,, 328 | "May 29, 1998",,-0.018,,,,, 329 | "Jun 14, 1998",,-0.018,,,,, 330 | "Jun 30, 1998",,-0.018,,,,, 331 | "Jul 2, 1998",,-0.018,,,,, 332 | "Jul 16, 1998",,-0.018,,,,, 333 | "Aug 1, 1998",,-0.018,,,,, 334 | "Aug 8, 1998",,-0.018,,,,, 335 | "Aug 17, 1998",,-0.018,,,,, 336 | "Sep 2, 1998",,-0.019,,,,, 337 | "Sep 13, 1998",,-0.019,,,,, 338 | "Sep 18, 1998",,-0.019,,,,, 339 | "Oct 4, 1998",,-0.02,,,,, 340 | "Oct 20, 1998",,-0.021,,,,, 341 | "Oct 20, 1998",,-0.021,,,,, 342 | "Nov 5, 1998",-0.024,-0.021,,,,, 343 | "Nov 21, 1998",-0.023,-0.022,,,,, 344 | "Nov 25, 1998",,-0.022,,,,, 345 | "Dec 7, 1998",-0.027,-0.022,,,,, 346 | "Dec 23, 1998",-0.031,-0.022,,,,, 347 | "Jan 1, 1999",,-0.022,,,,, 348 | "Jan 8, 1999",-0.025,-0.022,,,,, 349 | "Jan 24, 1999",-0.026,-0.022,,,,, 350 | "Feb 6, 1999",,-0.022,,,,, 351 | "Feb 9, 1999",-0.028,-0.022,,,,, 352 | "Mar 13, 1999",,-0.021,,,,, 353 | "Mar 15, 1999",,-0.021,,,,, 354 | "Mar 29, 1999",,-0.02,,,,, 355 | "Apr 14, 1999",,-0.02,,,,, 356 | "Apr 20, 1999",,-0.019,,,,, 357 | "Apr 30, 1999",,-0.019,,,,, 358 | "May 16, 1999",,-0.019,,,,, 359 | "May 27, 1999",,-0.018,,,,, 360 | "Jun 1, 1999",,-0.018,,,,, 361 | "Jun 17, 1999",,-0.018,,,,, 362 | "Jul 2, 1999",,-0.018,,,,, 363 | "Jul 3, 1999",,-0.018,,,,, 364 | "Jul 19, 1999",,-0.018,,,,, 365 | "Aug 4, 1999",,-0.018,,,,, 366 | "Aug 8, 1999",,-0.018,,,,, 367 | "Aug 20, 1999",,-0.019,,,,, 368 | "Sep 5, 1999",,-0.019,,,,, 369 | "Sep 13, 1999",,-0.019,,,,, 370 | "Sep 21, 1999",,-0.02,,,,, 371 | "Sep 29, 1999",,-0.02,,,,, 372 | "Oct 7, 1999",,-0.02,,,,, 373 | "Oct 20, 1999",,-0.021,,,,, 374 | "Oct 23, 1999",-0.023,-0.021,,,,, 375 | "Nov 8, 1999",-0.027,-0.021,,,,, 376 | "Nov 24, 1999",-0.023,-0.022,,,,, 377 | "Nov 25, 1999",,-0.022,,,,, 378 | "Dec 10, 1999",-0.03,-0.022,,,,, 379 | "Dec 26, 1999",-0.026,-0.022,,,,, 380 | "Jan 1, 2000",,-0.022,,,,, 381 | "Jan 11, 2000",-0.013,-0.022,,,,, 382 | "Feb 6, 2000",,-0.022,,,,, 383 | "Feb 12, 2000",,-0.021,,,,, 384 | "Mar 14, 2000",,-0.021,,,,, 385 | "Mar 15, 2000",,-0.021,,,,, 386 | "Mar 23, 2000",,-0.02,,,,, 387 | "Apr 19, 2000",,-0.019,,,,, 388 | "May 2, 2000",,-0.019,,,,, 389 | "May 10, 2000",,-0.019,,,,, 390 | "May 18, 2000",,-0.018,,,,, 391 | "May 26, 2000",,-0.018,,,,, 392 | "Jun 19, 2000",,-0.018,,,,, 393 | "Jul 2, 2000",,-0.018,,,,, 394 | "Jul 5, 2000",,-0.018,,,,, 395 | "Jul 21, 2000",,-0.018,,,,, 396 | "Aug 6, 2000",,-0.018,,,,, 397 | "Aug 7, 2000",,-0.018,,,,, 398 | "Sep 7, 2000",,-0.019,,,,, 399 | "Sep 13, 2000",,-0.019,,,,, 400 | "Sep 15, 2000",,-0.019,,,,, 401 | "Sep 23, 2000",,-0.02,,,,, 402 | "Oct 9, 2000",,-0.02,,,,, 403 | "Oct 19, 2000",,-0.021,,,,, 404 | "Nov 25, 2000",,-0.022,,,,, 405 | "Nov 26, 2000",-0.031,-0.022,,,,, 406 | "Dec 12, 2000",-0.029,-0.022,,,,, 407 | "Dec 28, 2000",-0.031,-0.022,,,,, 408 | "Jan 1, 2001",,-0.022,,,,, 409 | "Jan 5, 2001",-0.026,-0.022,,,,, 410 | "Jan 29, 2001",-0.026,-0.022,,,,, 411 | "Feb 6, 2001",-0.019,-0.022,,,,, 412 | "Feb 6, 2001",,-0.022,,,,, 413 | "Feb 14, 2001",-0.033,-0.021,,,,, 414 | "Mar 2, 2001",,-0.021,,,,, 415 | "Mar 10, 2001",,-0.021,,,,, 416 | "Mar 15, 2001",,-0.021,,,,, 417 | "Mar 18, 2001",-0.019,-0.02,,,,, 418 | "Apr 19, 2001",,-0.019,,,,, 419 | "Apr 20, 2001",,-0.019,,,,, 420 | "Apr 27, 2001",,-0.019,,,,, 421 | "May 5, 2001",,-0.019,,,,, 422 | "May 21, 2001",,-0.018,,,,, 423 | "May 27, 2001",,-0.018,,,,, 424 | "Jun 6, 2001",,-0.018,,,,, 425 | "Jun 22, 2001",,-0.018,,,,, 426 | "Jul 2, 2001",,-0.018,,,,, 427 | "Jul 24, 2001",,-0.018,,,,, 428 | "Aug 1, 2001",,-0.018,,,,, 429 | "Aug 8, 2001",,-0.018,,,,, 430 | "Aug 9, 2001",,-0.018,,,,, 431 | "Aug 25, 2001",,-0.019,,,,, 432 | "Sep 10, 2001",,-0.019,,,,, 433 | "Sep 13, 2001",,-0.019,,,,, 434 | "Sep 26, 2001",,-0.02,,,,, 435 | "Oct 12, 2001",,-0.02,,,,, 436 | "Oct 20, 2001",,-0.021,,,,, 437 | "Oct 28, 2001",,-0.021,,,,, 438 | "Nov 13, 2001",-0.027,-0.021,,,,, 439 | "Nov 25, 2001",,-0.022,,,,, 440 | "Nov 29, 2001",,-0.022,,,,, 441 | "Dec 15, 2001",-0.029,-0.022,,,,, 442 | "Dec 23, 2001",-0.022,-0.022,,,,, 443 | "Dec 31, 2001",-0.025,-0.022,,,,, 444 | "Jan 1, 2002",,-0.022,,,,, 445 | "Jan 16, 2002",-0.02,-0.022,,,,, 446 | "Feb 1, 2002",,-0.022,,,,, 447 | "Feb 6, 2002",,-0.022,,,,, 448 | "Feb 17, 2002",-0.025,-0.021,,,,, 449 | "Mar 5, 2002",,-0.021,,,,, 450 | "Mar 13, 2002",,-0.021,,,,, 451 | "Mar 15, 2002",,-0.021,,,,, 452 | "Mar 21, 2002",,-0.02,,,,, 453 | "Apr 20, 2002",,-0.019,,,,, 454 | "Apr 30, 2002",,-0.019,,,,, 455 | "May 24, 2002",,-0.018,,,,, 456 | "May 27, 2002",,-0.018,,,,, 457 | "Jun 9, 2002",,-0.018,,,,, 458 | "Jun 17, 2002",,-0.018,,,,, 459 | "Jun 25, 2002",,-0.018,,,,, 460 | "Jul 2, 2002",,-0.018,,,,, 461 | "Jul 11, 2002",,-0.018,,,,, 462 | "Jul 27, 2002",,-0.018,,,,, 463 | "Aug 8, 2002",,-0.018,,,,, 464 | "Aug 12, 2002",,-0.018,,,,, 465 | "Aug 20, 2002",,-0.019,,,,, 466 | "Sep 13, 2002",,-0.019,,,,, 467 | "Oct 20, 2002",,-0.021,,,,, 468 | "Nov 25, 2002",,-0.022,,,,, 469 | "Dec 26, 2002",-0.022,-0.022,,,,, 470 | "Jan 1, 2003",,-0.022,,,,, 471 | "Jan 27, 2003",-0.023,-0.022,,,,, 472 | "Feb 6, 2003",,-0.022,,,,, 473 | "Feb 12, 2003",-0.014,-0.021,,,,, 474 | "Mar 15, 2003",,-0.021,,,,, 475 | "Mar 16, 2003",,-0.021,,,,, 476 | "Apr 20, 2003",,-0.019,,,,, 477 | "May 3, 2003",,-0.019,,,,, 478 | "May 27, 2003",,-0.018,,,,, 479 | "Jun 28, 2003",,-0.018,,,,, 480 | "Jul 2, 2003",,-0.018,,,,, 481 | "Jul 14, 2003",,-0.018,,,,, 482 | "Jul 30, 2003",,-0.018,,,,, 483 | "Aug 8, 2003",,-0.018,,,,, 484 | "Aug 15, 2003",,-0.018,,,,, 485 | "Aug 23, 2003",,-0.019,,,,, 486 | "Aug 31, 2003",,-0.019,,,,, 487 | "Sep 13, 2003",,-0.019,,,,, 488 | "Sep 16, 2003",,-0.019,,,,, 489 | "Oct 2, 2003",,-0.02,,,,, 490 | "Oct 18, 2003",,-0.021,,,,, 491 | "Oct 20, 2003",,-0.021,,,,, 492 | "Nov 25, 2003",,-0.022,,,,, 493 | "Nov 27, 2003",,-0.022,,,,, 494 | "Dec 13, 2003",,-0.022,,,,, 495 | "Dec 29, 2003",-0.025,-0.022,,,,, 496 | "Jan 1, 2004",,-0.022,,,,, 497 | "Jan 6, 2004",,-0.022,,,,, 498 | "Jan 14, 2004",-0.022,-0.022,,,,, 499 | "Jan 30, 2004",-0.025,-0.022,,,,, 500 | "Feb 6, 2004",,-0.022,,,,, 501 | "Feb 7, 2004",-0.034,-0.022,,,,, 502 | "Mar 10, 2004",,-0.021,,,,, 503 | "Mar 14, 2004",,-0.021,,,,, 504 | "Mar 18, 2004",,-0.02,,,,, 505 | "Mar 26, 2004",,-0.02,,,,, 506 | "Apr 3, 2004",,-0.02,,,,, 507 | "Apr 11, 2004",,-0.02,,,,, 508 | "Apr 19, 2004",,-0.019,,,,, 509 | "Apr 27, 2004",,-0.019,,,,, 510 | "May 5, 2004",,-0.019,,,,, 511 | "May 13, 2004",,-0.019,,,,, 512 | "May 21, 2004",,-0.018,,,,, 513 | "May 26, 2004",,-0.018,,,,, 514 | "May 29, 2004",,-0.018,,,,, 515 | "Jun 30, 2004",,-0.018,,,,, 516 | "Jul 2, 2004",,-0.018,,,,, 517 | "Aug 1, 2004",,-0.018,,,,, 518 | "Aug 7, 2004",,-0.018,,,,, 519 | "Aug 25, 2004",,-0.019,,,,, 520 | "Sep 2, 2004",,-0.019,,,,, 521 | "Sep 10, 2004",,-0.019,,,,, 522 | "Sep 13, 2004",,-0.019,,,,, 523 | "Sep 18, 2004",,-0.019,,,,, 524 | "Oct 19, 2004",,-0.021,,,,, 525 | "Nov 5, 2004",-0.032,-0.021,,,,, 526 | "Nov 25, 2004",,-0.022,,,,, 527 | "Dec 7, 2004",-0.032,-0.022,,,,, 528 | "Dec 15, 2004",,-0.022,,,,, 529 | "Dec 23, 2004",-0.03,-0.022,,,,, 530 | "Dec 31, 2004",-0.021,-0.022,,,,, 531 | "Jan 1, 2005",,-0.022,,,,, 532 | "Jan 24, 2005",-0.03,-0.022,,,,, 533 | "Feb 6, 2005",,-0.022,,,,, 534 | "Feb 9, 2005",-0.025,-0.022,,,,, 535 | "Feb 17, 2005",,-0.021,,,,, 536 | "Feb 25, 2005",,-0.021,,,,, 537 | "Mar 5, 2005",,-0.021,,,,, 538 | "Mar 15, 2005",,-0.021,,,,, 539 | "Mar 21, 2005",,-0.02,,,,, 540 | "Mar 29, 2005",,-0.02,,,,, 541 | "Apr 6, 2005",,-0.02,,,,, 542 | "Apr 20, 2005",,-0.019,,,,, 543 | "May 16, 2005",,-0.019,,,,, 544 | "May 27, 2005",,-0.018,,,,, 545 | "Jun 17, 2005",,-0.018,,,,, 546 | "Jul 2, 2005",,-0.018,,,,, 547 | "Jul 3, 2005",,-0.018,,,,, 548 | "Aug 4, 2005",,-0.018,,,,, 549 | "Aug 8, 2005",,-0.018,,,,, 550 | "Aug 12, 2005",,-0.018,,,,, 551 | "Aug 20, 2005",,-0.019,,,,, 552 | "Sep 5, 2005",,-0.019,,,,, 553 | "Sep 13, 2005",,-0.019,,,,, 554 | "Sep 13, 2005",,-0.019,,,,, 555 | "Sep 21, 2005",,-0.02,,,,, 556 | "Oct 7, 2005",,-0.02,,,,, 557 | "Oct 20, 2005",,-0.021,,,,, 558 | "Oct 23, 2005",,-0.021,,,,, 559 | "Nov 25, 2005",,-0.022,,,,, 560 | "Dec 18, 2005",-0.025,-0.022,,,,, 561 | "Jan 1, 2006",,-0.022,,,,, 562 | "Jan 3, 2006",-0.017,-0.022,,,,, 563 | "Feb 4, 2006",,-0.022,,,,, 564 | "Feb 6, 2006",,-0.022,,,,, 565 | "Feb 20, 2006",,-0.021,,,,, 566 | "Feb 28, 2006",,-0.021,,,,, 567 | "Mar 8, 2006",,-0.021,,,,, 568 | "Mar 15, 2006",,-0.021,,,,, 569 | "Mar 24, 2006",,-0.02,,,,, 570 | "Apr 9, 2006",,-0.02,,,,, 571 | "Apr 20, 2006",,-0.019,,,,, 572 | "Apr 25, 2006",,-0.019,,,,, 573 | "May 19, 2006",,-0.018,,,,, 574 | "May 27, 2006",,-0.018,,,,, 575 | "Jun 4, 2006",,-0.018,,,,, 576 | "Jun 20, 2006",,-0.018,,,,, 577 | "Jun 28, 2006",,-0.018,,,,, 578 | "Jul 2, 2006",,-0.018,,,,, 579 | "Jul 14, 2006",,-0.018,,,,, 580 | "Aug 7, 2006",,-0.018,,,,, 581 | "Aug 8, 2006",,-0.018,,,,, 582 | "Aug 23, 2006",,-0.019,,,,, 583 | "Sep 13, 2006",,-0.019,,,,, 584 | "Oct 10, 2006",,-0.02,,,,, 585 | "Oct 20, 2006",,-0.021,,,,, 586 | "Oct 26, 2006",,-0.021,,,,, 587 | "Nov 11, 2006",-0.028,-0.021,,,,, 588 | "Nov 25, 2006",,-0.022,,,,, 589 | "Nov 27, 2006",-0.03,-0.022,,,,, 590 | "Dec 13, 2006",-0.035,-0.022,,,,, 591 | "Dec 21, 2006",-0.019,-0.022,,,,, 592 | "Dec 29, 2006",-0.034,-0.022,,,,, 593 | "Jan 1, 2007",,-0.022,,,,, 594 | "Jan 14, 2007",-0.025,-0.022,,,,, 595 | "Jan 22, 2007",-0.029,-0.022,,,,, 596 | "Jan 30, 2007",-0.028,-0.022,,,,, 597 | "Feb 6, 2007",,-0.022,,,,, 598 | "Feb 7, 2007",-0.022,-0.022,,,,, 599 | "Feb 15, 2007",,-0.021,,,,, 600 | "Feb 23, 2007",,-0.021,,,,, 601 | "Mar 3, 2007",,-0.021,,,,, 602 | "Mar 11, 2007",,-0.021,,,,, 603 | "Mar 15, 2007",,-0.021,,,,, 604 | "Mar 19, 2007",,-0.02,,,,, 605 | "Mar 27, 2007",,-0.02,,,,, 606 | "Apr 20, 2007",,-0.019,,,,, 607 | "Apr 28, 2007",,-0.019,,,,, 608 | "May 14, 2007",,-0.019,,,,, 609 | "May 22, 2007",,-0.018,,,,, 610 | "May 27, 2007",,-0.018,,,,, 611 | "Jun 15, 2007",,-0.018,,,,, 612 | "Jun 23, 2007",,-0.018,,,,, 613 | "Jul 1, 2007",,-0.018,,,,, 614 | "Jul 2, 2007",,-0.018,,,,, 615 | "Jul 9, 2007",,-0.018,,,,, 616 | "Jul 25, 2007",,-0.018,,,,, 617 | "Aug 8, 2007",,-0.018,,,,, 618 | "Sep 11, 2007",,-0.019,,,,, 619 | "Sep 13, 2007",,-0.019,,,,, 620 | "Sep 27, 2007",,-0.02,,,,, 621 | "Oct 20, 2007",,-0.021,,,,, 622 | "Nov 25, 2007",,-0.022,,,,, 623 | "Dec 8, 2007",-0.02,-0.022,,,,, 624 | "Dec 24, 2007",-0.021,-0.022,,,,, 625 | "Jan 1, 2008",,-0.022,,,,, 626 | "Jan 25, 2008",-0.028,-0.022,,,,, 627 | "Feb 6, 2008",,-0.022,,,,, 628 | "Feb 10, 2008",-0.02,-0.022,,,,, 629 | "Feb 26, 2008",-0.02,-0.021,,,,, 630 | "Mar 5, 2008",,-0.021,,,,, 631 | "Mar 13, 2008",-0.026,-0.021,,,,, 632 | "Mar 14, 2008",,-0.021,,,,, 633 | "Mar 29, 2008",,-0.02,,,,, 634 | "Apr 19, 2008",,-0.019,,,,, 635 | "Apr 22, 2008",,-0.019,,,,, 636 | "Apr 30, 2008",-0.023,-0.019,,,,, 637 | "May 16, 2008",,-0.018,,,,, 638 | "May 24, 2008",,-0.018,,,,, 639 | "May 26, 2008",,-0.018,,,,, 640 | "Jun 9, 2008",,-0.018,,,,, 641 | "Jun 17, 2008",,-0.018,,,,, 642 | "Jun 25, 2008",,-0.018,,,,, 643 | "Jul 2, 2008",,-0.018,,,,, 644 | "Jul 3, 2008",,-0.018,,,,, 645 | "Jul 27, 2008",,-0.018,,,,, 646 | "Aug 7, 2008",,-0.018,,,,, 647 | "Aug 20, 2008",,-0.019,,,,, 648 | "Aug 28, 2008",,-0.019,,,,, 649 | "Sep 13, 2008",,-0.019,,,,, 650 | "Oct 7, 2008",,-0.02,,,,, 651 | "Oct 15, 2008",,-0.02,,,,, 652 | "Oct 19, 2008",,-0.021,,,,, 653 | "Nov 16, 2008",-0.032,-0.021,,,,, 654 | "Nov 25, 2008",,-0.022,,,,, 655 | "Dec 2, 2008",-0.032,-0.022,,,,, 656 | "Dec 18, 2008",-0.031,-0.022,,,,, 657 | "Jan 1, 2009",,-0.022,,,,, 658 | "Jan 3, 2009",-0.032,-0.022,,,,, 659 | "Jan 27, 2009",-0.028,-0.022,,,,, 660 | "Feb 4, 2009",-0.03,-0.022,,,,, 661 | "Feb 6, 2009",,-0.022,,,,, 662 | "Feb 12, 2009",-0.019,-0.021,,,,, 663 | "Feb 28, 2009",-0.007,-0.021,,,,, 664 | "Mar 15, 2009",,-0.021,,,,, 665 | "Mar 16, 2009",-0.012,-0.021,,,,, 666 | "Apr 1, 2009",,,,,,, 667 | "Apr 17, 2009",,,,,,, 668 | "Apr 20, 2009",,,,,,, 669 | "May 3, 2009",,,,,,, 670 | "May 11, 2009",,,,,,, 671 | "May 27, 2009",,,,,,, 672 | "Jun 12, 2009",,,,,,, 673 | "Jul 2, 2009",,,,,,, 674 | "Jul 6, 2009",,,,,,, 675 | "Jul 14, 2009",,,,,,, 676 | "Jul 30, 2009",,,,,,, 677 | "Aug 8, 2009",,,,,,, 678 | "Aug 31, 2009",,,,,,, 679 | "Sep 13, 2009",,,,,,, 680 | "Oct 2, 2009",,,,,,, 681 | "Oct 18, 2009",-0.019,,,,,, 682 | "Oct 20, 2009",,,,,,, 683 | "Nov 19, 2009",0.011,,,,,, 684 | "Nov 25, 2009",,,,,,, 685 | "Dec 5, 2009",0.032,,,,,, 686 | "Dec 13, 2009",0.095,,,,,, 687 | "Dec 29, 2009",0.202,,0.132,,,, 688 | "Jan 1, 2010",,,0.146,,,, 689 | "Jan 14, 2010",0.293,,0.216,,,, 690 | "Jan 22, 2010",0.304,,0.258,,,, 691 | "Jan 30, 2010",0.319,,0.296,,,, 692 | "Feb 6, 2010",,,0.323,,,, 693 | "Feb 7, 2010",0.347,,0.325,,,, 694 | "Feb 15, 2010",0.376,,0.345,,,, 695 | "Feb 23, 2010",0.306,,0.355,,,, 696 | "Mar 3, 2010",,,0.353,,,, 697 | "Mar 15, 2010",,,0.334,,,, 698 | "Mar 19, 2010",0.243,,0.323,,,, 699 | "Apr 4, 2010",0.144,,0.269,,,, 700 | "Apr 20, 2010",,,0.21,,,, 701 | "Apr 20, 2010",,,0.209,,,, 702 | "May 6, 2010",,,0.161,,,, 703 | "May 22, 2010",,,0.132,,,, 704 | "May 27, 2010",,,0.128,,,, 705 | "Jun 7, 2010",,,0.128,,,, 706 | "Jun 23, 2010",,,0.151,,,, 707 | "Jul 2, 2010",,,0.174,,,, 708 | "Jul 9, 2010",,,0.196,,,, 709 | "Jul 17, 2010",0.013,,0.225,,,, 710 | "Jul 25, 2010",,,0.257,,,, 711 | "Aug 2, 2010",0.243,,0.288,,,, 712 | "Aug 8, 2010",,,0.309,,,, 713 | "Aug 10, 2010",0.355,,0.317,,,, 714 | "Aug 18, 2010",0.345,,0.341,,,, 715 | "Aug 26, 2010",0.39,,0.357,,,, 716 | "Sep 11, 2010",0.376,,0.361,,,, 717 | "Sep 13, 2010",,,0.358,,,, 718 | "Sep 27, 2010",,,0.319,,,, 719 | "Oct 13, 2010",0.156,,0.24,,,, 720 | "Oct 20, 2010",,,0.201,,,, 721 | "Oct 29, 2010",0.074,,0.146,,,, 722 | "Nov 6, 2010",0.035,,0.103,,,, 723 | "Nov 22, 2010",0.026,,0.043,,,, 724 | "Nov 25, 2010",,,0.037,,,, 725 | "Nov 30, 2010",0.041,,0.032,,,, 726 | "Dec 8, 2010",0.012,,0.035,,,, 727 | "Dec 16, 2010",0.011,,0.051,,,, 728 | "Dec 24, 2010",0.049,,0.078,,,, 729 | "Jan 1, 2011",,,0.114,,,, 730 | "Jan 1, 2011",0.12,,0.116,,,, 731 | "Jan 9, 2011",0.161,,0.158,,,, 732 | "Jan 17, 2011",0.225,,0.201,,,, 733 | "Jan 25, 2011",0.228,,0.242,,,, 734 | "Feb 6, 2011",,,0.291,,,, 735 | "Feb 18, 2011",0.306,,0.319,,,, 736 | "Mar 6, 2011",0.294,,0.319,,,, 737 | "Mar 15, 2011",,,0.303,,,, 738 | "Mar 22, 2011",,,0.283,,,, 739 | "Mar 30, 2011",0.243,,0.256,,,, 740 | "Apr 7, 2011",0.223,,0.226,,,, 741 | "Apr 20, 2011",,,0.178,,,, 742 | "Apr 23, 2011",,,0.168,,,, 743 | "May 9, 2011",0.05,,0.122,,,, 744 | "May 17, 2011",-0.006,,0.107,,,, 745 | "May 25, 2011",,,0.098,,,, 746 | "May 27, 2011",,,0.097,,,, 747 | "Jun 10, 2011",-0.018,,0.099,,,, 748 | "Jun 26, 2011",,,0.126,,,, 749 | "Jul 2, 2011",,,0.143,,,, 750 | "Jul 12, 2011",,,0.175,,,, 751 | "Jul 20, 2011",0.041,,0.205,,,, 752 | "Jul 28, 2011",,,0.237,,,, 753 | "Aug 8, 2011",,,0.277,,,, 754 | "Aug 13, 2011",0.261,,0.295,,,, 755 | "Aug 29, 2011",,,0.33,,,, 756 | "Sep 13, 2011",,,0.326,,,, 757 | "Sep 14, 2011",0.314,,0.325,,,, 758 | "Sep 30, 2011",,,0.275,,,, 759 | "Oct 16, 2011",0.245,,0.191,,,, 760 | "Oct 20, 2011",,,0.169,,,, 761 | "Nov 1, 2011",0.197,,0.097,,,, 762 | "Nov 17, 2011",0.009,,0.026,,,, 763 | "Nov 25, 2011",,,0.006,,,, 764 | "Dec 3, 2011",-0.008,,0,,,, 765 | "Dec 19, 2011",0.013,,0.028,,,, 766 | "Jan 1, 2012",,,0.083,,,, 767 | "Jan 4, 2012",0.054,,0.1,,,, 768 | "Jan 20, 2012",0.079,,0.185,,,, 769 | "Feb 6, 2012",,,0.26,,,, 770 | "Mar 8, 2012",0.226,,0.283,,,, 771 | "Mar 14, 2012",,,0.271,,,, 772 | "Mar 24, 2012",0.247,,0.242,,,, 773 | "Apr 9, 2012",,,0.184,,,, 774 | "Apr 19, 2012",,,0.145,,,, 775 | "Apr 25, 2012",,,0.127,,,, 776 | "May 11, 2012",,,0.084,,,, 777 | "May 26, 2012",,,0.065,,,, 778 | "Jun 12, 2012",0.001,,0.071,,,, 779 | "Jun 28, 2012",,,0.102,,,, 780 | "Jul 2, 2012",,,0.113,,,, 781 | "Jul 14, 2012",,,0.155,,,, 782 | "Jul 30, 2012",0.221,,0.217,,,, 783 | "Aug 7, 2012",,,0.248,,,, 784 | "Aug 15, 2012",0.263,,0.272,,,, 785 | "Aug 31, 2012",0.304,,0.3,,,, 786 | "Sep 13, 2012",,,0.293,,,, 787 | "Sep 16, 2012",0.281,,0.287,,,, 788 | "Oct 2, 2012",,,0.23,,,, 789 | "Oct 18, 2012",0.096,,0.142,,,, 790 | "Oct 19, 2012",,,0.133,,,, 791 | "Nov 3, 2012",0.084,,0.05,,,, 792 | "Nov 19, 2012",0.005,,-0.015,,,, 793 | "Nov 25, 2012",,,-0.027,,,, 794 | "Dec 21, 2012",0.008,,0.007,,,, 795 | "Jan 1, 2013",,,0.051,,,, 796 | "Jan 6, 2013",0.029,,0.079,,,, 797 | "Jan 22, 2013",,,0.164,,,, 798 | "Feb 6, 2013",,,0.228,,,, 799 | "Feb 7, 2013",0.24,,0.231,,,, 800 | "Feb 23, 2013",0.338,,0.26,,,, 801 | "Mar 11, 2013",0.129,,0.248,,,, 802 | "Mar 15, 2013",,,0.24,,,, 803 | "Mar 19, 2013",0.258,,0.228,,,, 804 | "Mar 27, 2013",,,0.203,,,, 805 | "Apr 12, 2013",,,0.145,,,, 806 | "Apr 20, 2013",,,0.115,,,, 807 | "Apr 28, 2013",,,0.089,,,, 808 | "May 14, 2013",,,0.049,,,, 809 | "May 22, 2013",0.115,,0.037,,,, 810 | "May 27, 2013",,,0.034,,,, 811 | "May 30, 2013",,,0.032,,,, 812 | "Jun 7, 2013",,,0.034,,,, 813 | "Jun 15, 2013",,,0.042,,,, 814 | "Jun 23, 2013",0.122,,0.056,,,, 815 | "Jul 1, 2013",,,0.076,,,, 816 | "Jul 2, 2013",,,0.08,,,, 817 | "Jul 9, 2013",,,0.102,,,, 818 | "Jul 17, 2013",,,0.131,,,, 819 | "Jul 25, 2013",0.118,,0.162,,,, 820 | "Aug 2, 2013",,,0.193,,,, 821 | "Aug 8, 2013",,,0.214,,,, 822 | "Aug 10, 2013",,,0.222,,,, 823 | "Aug 18, 2013",0.376,,0.246,,,, 824 | "Aug 26, 2013",0.081,,0.263,,,, 825 | "Sep 3, 2013",,,0.27,,,, 826 | "Sep 11, 2013",,,0.266,,,, 827 | "Sep 13, 2013",,,0.263,,,, 828 | "Sep 19, 2013",0.393,,0.251,,,, 829 | "Sep 27, 2013",0.093,,0.224,,,, 830 | "Oct 5, 2013",0.26,,0.188,,,, 831 | "Oct 13, 2013",0.429,,0.145,,,, 832 | "Oct 20, 2013",,,0.106,,,, 833 | "Oct 29, 2013",0.141,,0.051,,,, 834 | "Nov 6, 2013",0.22,,,,,, 835 | "Nov 14, 2013",0.356,,,0.245,,, 836 | "Nov 22, 2013",,,,0.247,,, 837 | "Nov 25, 2013",,,,0.248,,, 838 | "Dec 8, 2013",0.171,,,0.259,,, 839 | "Dec 16, 2013",0.246,,,0.269,,, 840 | "Dec 24, 2013",0.286,,,0.281,,, 841 | "Jan 1, 2014",,,,0.293,,, 842 | "Jan 1, 2014",0.36,,,0.293,,, 843 | "Jan 9, 2014",0.355,,,0.304,,, 844 | "Jan 17, 2014",0.178,,,0.311,,, 845 | "Jan 25, 2014",,,,0.315,,, 846 | "Feb 2, 2014",0.284,,,0.313,,, 847 | "Feb 6, 2014",,,,0.31,,, 848 | "Feb 10, 2014",0.343,,,0.307,,, 849 | "Feb 18, 2014",0.407,,,0.296,,, 850 | "Feb 26, 2014",0.418,,,0.282,,, 851 | "Mar 6, 2014",,,,0.266,,, 852 | "Mar 14, 2014",,,,0.25,,, 853 | "Mar 15, 2014",,,,0.249,,, 854 | "Mar 22, 2014",,,,0.236,,, 855 | "Mar 30, 2014",,,,0.224,,, 856 | "Apr 7, 2014",0.14,,,0.216,,, 857 | "Apr 15, 2014",,,,0.211,,, 858 | "Apr 20, 2014",,,,0.21,,, 859 | "Apr 23, 2014",,,,0.209,,, 860 | "May 1, 2014",,,,0.21,,, 861 | "May 9, 2014",0.151,,,0.21,,, 862 | "May 17, 2014",,,,0.21,,, 863 | "May 25, 2014",,,,0.208,,, 864 | "May 27, 2014",,,,0.207,,, 865 | "Jun 2, 2014",,,,0.203,,, 866 | "Jun 10, 2014",0.15,,,0.194,,, 867 | "Jun 18, 2014",,,,0.184,,, 868 | "Jun 26, 2014",0.418,,,0.171,,, 869 | "Jul 2, 2014",,,,0.161,,, 870 | "Jul 4, 2014",,,,0.158,,, 871 | "Jul 12, 2014",0.176,,,0.147,,, 872 | "Jul 20, 2014",,,,0.139,,, 873 | "Jul 28, 2014",,,,0.134,,, 874 | "Aug 5, 2014",0.354,,,0.135,,, 875 | "Aug 8, 2014",,,,0.136,,, 876 | "Aug 13, 2014",0.087,,,0.14,,, 877 | "Aug 21, 2014",,,,0.15,,, 878 | "Aug 29, 2014",,,,0.162,,, 879 | "Sep 6, 2014",,,,0.177,,, 880 | "Sep 13, 2014",,,,0.189,,, 881 | "Sep 14, 2014",0.054,,,0.191,,, 882 | "Sep 22, 2014",0.214,,,0.204,,, 883 | "Sep 30, 2014",,,,0.214,,, 884 | "Oct 8, 2014",,,,0.221,,, 885 | "Oct 16, 2014",0.295,,,0.225,,, 886 | "Oct 20, 2014",,,,0.226,,, 887 | "Oct 24, 2014",0.054,,,0.227,,, 888 | "Nov 1, 2014",0.191,,,0.227,,, 889 | "Nov 9, 2014",0.303,,,0.227,,, 890 | "Nov 17, 2014",0.37,,,0.227,,, 891 | "Nov 25, 2014",0.144,,,0.23,,, 892 | "Nov 25, 2014",,,,0.23,,, 893 | "Dec 3, 2014",0.134,,,0.236,,, 894 | "Dec 11, 2014",0.242,,,0.245,,, 895 | "Dec 19, 2014",0.317,,,0.256,,, 896 | "Dec 27, 2014",0.311,,,0.267,,, 897 | "Jan 1, 2015",,,,0.275,,, 898 | "Jan 4, 2015",0.32,,,0.279,,, 899 | "Jan 12, 2015",0.29,,,0.289,,, 900 | "Jan 20, 2015",0.308,,,0.295,,, 901 | "Jan 28, 2015",0.257,,,0.297,,, 902 | "Feb 5, 2015",0.305,,,0.293,,, 903 | "Feb 6, 2015",,,,0.293,,, 904 | "Feb 13, 2015",0.253,,,0.285,,, 905 | "Feb 21, 2015",0.119,,,0.273,,, 906 | "Mar 1, 2015",,,,0.258,,, 907 | "Mar 9, 2015",,,,0.242,,, 908 | "Mar 15, 2015",,,,0.231,,, 909 | "Mar 17, 2015",,,,0.227,,, 910 | "Mar 25, 2015",,,,0.213,,, 911 | "Apr 2, 2015",,,,0.203,,, 912 | "Apr 10, 2015",,,,0.196,,, 913 | "Apr 18, 2015",,,,0.192,,, 914 | "Apr 20, 2015",,,,0.192,,, 915 | "Apr 26, 2015",0.366,,,0.191,,, 916 | "May 4, 2015",,,,0.192,,, 917 | "May 12, 2015",0.333,,,0.192,,, 918 | "May 20, 2015",,,,0.192,,, 919 | "May 27, 2015",,,,0.189,,, 920 | "May 28, 2015",0.055,,,0.188,,, 921 | "Jun 5, 2015",,,,0.182,,, 922 | "Jun 13, 2015",0.395,,,0.173,,, 923 | "Jun 21, 2015",,,,0.161,,, 924 | "Jun 29, 2015",,,,0.148,,, 925 | "Jul 2, 2015",,,,0.143,,, 926 | "Jul 7, 2015",,,,0.136,,, 927 | "Jul 15, 2015",0.197,,,0.126,,, 928 | "Jul 23, 2015",,,,0.119,,, 929 | "Jul 31, 2015",0.198,,,0.116,,, 930 | "Aug 8, 2015",,,,0.118,,, 931 | "Aug 8, 2015",,,,0.118,,, 932 | "Aug 16, 2015",,,,0.125,,, 933 | "Aug 24, 2015",,,,0.136,,, 934 | "Sep 1, 2015",0.2,,,0.15,,, 935 | "Sep 9, 2015",,,,0.164,,, 936 | "Sep 13, 2015",,,,0.172,,, 937 | "Sep 17, 2015",,,,0.178,,, 938 | "Sep 25, 2015",,,,0.19,,, 939 | "Oct 3, 2015",,,,0.199,,, 940 | "Oct 11, 2015",0.108,,,0.205,,, 941 | "Oct 19, 2015",,,,0.208,,, 942 | "Oct 20, 2015",,,,0.208,,, 943 | "Oct 27, 2015",0.054,,,0.209,,, 944 | "Nov 4, 2015",0.073,,,,,, 945 | "Nov 12, 2015",0.011,,,,,, 946 | "Nov 20, 2015",0.011,,,,,, 947 | "Nov 25, 2015",,,,,,, 948 | "Nov 28, 2015",-0.014,,,,,, 949 | "Dec 6, 2015",0.018,,,,,, 950 | "Dec 14, 2015",0.023,,,,,, 951 | "Dec 22, 2015",0.093,,,,,, 952 | "Dec 30, 2015",0.145,,,,,, 953 | "Jan 1, 2016",,,,,,, 954 | "Jan 7, 2016",0.256,,,,0.275,, 955 | "Jan 15, 2016",0.307,,,,0.308,, 956 | "Jan 23, 2016",0.387,,,,0.34,, 957 | "Jan 31, 2016",0.364,,,,0.367,, 958 | "Feb 6, 2016",,,,,0.383,, 959 | "Feb 8, 2016",0.406,,,,0.387,, 960 | "Feb 16, 2016",0.366,,,,0.397,, 961 | "Feb 24, 2016",0.417,,,,0.396,, 962 | "Mar 3, 2016",,,,,0.383,, 963 | "Mar 11, 2016",,,,,0.357,, 964 | "Mar 14, 2016",,,,,0.344,, 965 | "Mar 19, 2016",0.293,,,,0.318,, 966 | "Mar 27, 2016",,,,,0.27,, 967 | "Apr 4, 2016",,,,,0.213,, 968 | "Apr 12, 2016",0.228,,,,0.15,, 969 | "Apr 19, 2016",,,,,0.091,, 970 | "Apr 20, 2016",,,,,0.086,, 971 | "Apr 28, 2016",0.114,,,,0.024,, 972 | "May 6, 2016",,,,,-0.034,, 973 | "May 14, 2016",0.074,,,,-0.083,, 974 | "May 22, 2016",,,,,-0.12,, 975 | "May 26, 2016",,,,,-0.135,, 976 | "May 30, 2016",0.048,,,,-0.145,, 977 | "Jun 15, 2016",0.055,,,,-0.153,, 978 | "Jun 23, 2016",,,,,-0.135,, 979 | "Jul 1, 2016",0.02,,,,-0.106,, 980 | "Jul 2, 2016",,,,,-0.103,, 981 | "Jul 9, 2016",,,,,-0.066,, 982 | "Jul 17, 2016",0.028,,,,-0.02,, 983 | "Jul 25, 2016",,,,,0.03,, 984 | "Aug 2, 2016",,,,,0.08,, 985 | "Aug 7, 2016",,,,,0.112,, 986 | "Aug 10, 2016",,,,,0.128,, 987 | "Aug 18, 2016",0.137,,,,0.17,, 988 | "Aug 26, 2016",,,,,0.204,, 989 | "Sep 3, 2016",0.219,,,,0.229,, 990 | "Sep 11, 2016",,,,,0.243,, 991 | "Sep 13, 2016",,,,,0.244,, 992 | "Sep 19, 2016",0.249,,,,0.246,, 993 | "Sep 27, 2016",0.247,,,,0.24,, 994 | "Oct 5, 2016",0.251,,,,0.226,, 995 | "Oct 13, 2016",0.211,,,,0.206,, 996 | "Oct 19, 2016",,,,,0.188,, 997 | "Oct 21, 2016",0.223,,,,0.184,, 998 | "Oct 29, 2016",0.177,,,,0.16,, 999 | "Nov 6, 2016",0.03,,,,0.139,, 1000 | "Nov 14, 2016",-0.004,,,,0.123,, 1001 | "Nov 22, 2016",0.015,,,,0.114,, 1002 | "Nov 25, 2016",,,,,0.112,, 1003 | "Nov 30, 2016",0.016,,,,0.112,, 1004 | "Dec 8, 2016",0.027,,,,0.12,, 1005 | "Dec 16, 2016",0.082,,,,0.136,, 1006 | "Dec 24, 2016",,,,,0.159,, 1007 | "Jan 1, 2017",,,,,0.184,, 1008 | "Jan 1, 2017",0.203,,,,0.185,, 1009 | "Jan 9, 2017",0.253,,,,0.217,, 1010 | "Jan 25, 2017",0.299,,,,0.281,, 1011 | "Feb 2, 2017",0.266,,,,0.307,, 1012 | "Feb 6, 2017",,,,,,, 1013 | "Feb 10, 2017",,,,,,, 1014 | "Feb 18, 2017",0.237,,,,,, 1015 | "Feb 26, 2017",,,,,,, 1016 | "Mar 6, 2017",0.171,,,,,, 1017 | "Mar 14, 2017",,,,,,, 1018 | "Mar 15, 2017",,,,,,, 1019 | "Mar 22, 2017",,,,,,, 1020 | "Mar 30, 2017",0.022,,,,,, 1021 | "Apr 7, 2017",,,,,,, 1022 | "Apr 15, 2017",0.001,,,,,, 1023 | "Apr 20, 2017",,,,,,, 1024 | "Apr 23, 2017",,,,,,, 1025 | "May 1, 2017",-0.001,,,,,, 1026 | "May 9, 2017",,,,,,, 1027 | "May 17, 2017",0.009,,,,,, 1028 | "May 25, 2017",,,,,,, 1029 | "May 27, 2017",,,,,,, 1030 | "Jun 2, 2017",0,,,,,, 1031 | "Jun 10, 2017",,,,,,, 1032 | "Jun 18, 2017",-0.002,,,,,, 1033 | "Jun 26, 2017",,,,,,, 1034 | "Jul 2, 2017",,,,,,, 1035 | "Jul 4, 2017",-0.004,,,,,, 1036 | "Jul 20, 2017",0.02,,,,,, 1037 | "Jul 28, 2017",,,,,,, 1038 | "Aug 5, 2017",,,,,,, 1039 | "Aug 8, 2017",,,,,,, 1040 | "Aug 13, 2017",,,,,,, 1041 | "Aug 21, 2017",,,,,,, 1042 | "Aug 29, 2017",,,,,,, 1043 | "Sep 6, 2017",0.294,,,,,, 1044 | "Sep 13, 2017",,,,,,, 1045 | "Sep 14, 2017",,,,,,, 1046 | "Sep 22, 2017",,,,,,, 1047 | "Sep 30, 2017",0.252,,,,,, 1048 | "Oct 8, 2017",,,,,,, 1049 | "Oct 16, 2017",0.242,,,,,, 1050 | "Oct 20, 2017",,,,,,, 1051 | "Oct 24, 2017",0.25,,,,,, 1052 | "Nov 1, 2017",0.203,,,,,, 1053 | "Nov 9, 2017",,,,,,0.035, 1054 | "Nov 17, 2017",0.126,,,,,0.05, 1055 | "Nov 25, 2017",0.146,,,,,0.07, 1056 | "Nov 25, 2017",,,,,,0.07, 1057 | "Dec 3, 2017",0.095,,,,,0.094, 1058 | "Dec 11, 2017",,,,,,0.12, 1059 | "Dec 19, 2017",-0.013,,,,,0.147, 1060 | "Dec 27, 2017",0,,,,,0.172, 1061 | "Jan 1, 2018",,,,,,0.185, 1062 | "Jan 4, 2018",0.014,,,,,0.193, 1063 | "Jan 12, 2018",-0.001,,,,,0.206, 1064 | "Jan 20, 2018",0.012,,,,,0.21, 1065 | "Jan 28, 2018",0.072,,,,,0.204, 1066 | "Feb 5, 2018",0.138,,,,,0.19, 1067 | "Feb 6, 2018",,,,,,0.187, 1068 | "Feb 13, 2018",,,,,,0.166, 1069 | "Feb 21, 2018",,,,,,0.136, 1070 | "Mar 1, 2018",0.36,,,,,0.103, 1071 | "Mar 9, 2018",0.361,,,,,0.068, 1072 | "Mar 15, 2018",,,,,,0.044, 1073 | "Mar 17, 2018",0.352,,,,,0.035, 1074 | "Mar 25, 2018",,,,,,0.007, 1075 | "Apr 2, 2018",0.166,,,,,-0.016, 1076 | "Apr 10, 2018",,,,,,-0.032, 1077 | "Apr 18, 2018",0.076,,,,,-0.041, 1078 | "Apr 20, 2018",,,,,,-0.042, 1079 | "Apr 26, 2018",,,,,,-0.044, 1080 | "May 4, 2018",,,,,,-0.043, 1081 | "May 12, 2018",,,,,,-0.039, 1082 | "May 20, 2018",0.008,,,,,-0.033, 1083 | "May 27, 2018",,,,,,-0.029, 1084 | "May 28, 2018",,,,,,-0.028, 1085 | "Jun 5, 2018",-0,,,,,-0.024, 1086 | "Jun 13, 2018",,,,,,-0.022, 1087 | "Jun 21, 2018",,,,,,-0.021, 1088 | "Jun 29, 2018",,,,,,-0.021, 1089 | "Jul 2, 2018",,,,,,-0.021, 1090 | "Jul 7, 2018",0.005,,,,,-0.021, 1091 | "Jul 15, 2018",,,,,,-0.019, 1092 | "Jul 23, 2018",0.01,,,,,-0.016, 1093 | "Jul 31, 2018",,,,,,-0.011, 1094 | "Aug 8, 2018",,,,,,-0.003, 1095 | "Aug 8, 2018",0.021,,,,,-0.003, 1096 | "Aug 16, 2018",,,,,,0.007, 1097 | "Aug 24, 2018",0.02,,,,,0.017, 1098 | "Sep 1, 2018",,,,,,0.027, 1099 | "Sep 9, 2018",0.028,,,,,0.037, 1100 | "Sep 13, 2018",,,,,,0.041, 1101 | "Sep 17, 2018",0.017,,,,,0.044, 1102 | "Sep 25, 2018",0.034,,,,,0.05, 1103 | "Oct 3, 2018",,,,,,0.053, 1104 | "Oct 11, 2018",0.025,,,,,0.056, 1105 | "Oct 19, 2018",,,,,,0.059, 1106 | "Oct 20, 2018",,,,,,0.059, 1107 | "Oct 27, 2018",0.039,,,,,0.064, 1108 | "Nov 4, 2018",0.007,,,,,0.071, 1109 | "Nov 12, 2018",0.015,,,,,0.083, 1110 | "Nov 20, 2018",0.003,,,,,0.1, 1111 | "Nov 25, 2018",,,,,,0.113, 1112 | "Nov 28, 2018",0.003,,,,,0.121, 1113 | "Dec 6, 2018",0.045,,,,,0.146, 1114 | "Dec 14, 2018",0.146,,,,,0.173, 1115 | "Dec 22, 2018",0.237,,,,,0.199, 1116 | "Dec 30, 2018",0.341,,,,,0.223, 1117 | "Jan 1, 2019",,,,,,0.228, 1118 | "Jan 7, 2019",,,,,,0.241, 1119 | "Jan 15, 2019",0.366,,,,,0.251, 1120 | "Jan 23, 2019",0.321,,,,,0.252, 1121 | "Jan 31, 2019",0.341,,,,,0.243, 1122 | "Feb 6, 2019",,,,,,0.229, 1123 | "Feb 8, 2019",0.258,,,,,0.224, 1124 | "Feb 16, 2019",0.259,,,,,0.198, 1125 | "Feb 24, 2019",,,,,,0.167, 1126 | "Mar 4, 2019",0.108,,,,,0.132, 1127 | "Mar 12, 2019",0.041,,,,,0.098, 1128 | "Mar 15, 2019",,,,,,0.087, 1129 | "Mar 20, 2019",0.017,,,,,0.067, 1130 | "Mar 28, 2019",,,,,,0.04, 1131 | "Apr 5, 2019",0.005,,,,,0.02, 1132 | "Apr 13, 2019",,,,,,0.007, 1133 | "Apr 20, 2019",,,,,,0, 1134 | "Apr 21, 2019",0.016,,,,,-0, 1135 | "Apr 29, 2019",,,,,,-0.001, 1136 | "May 7, 2019",0.031,,,,,0.001, 1137 | "May 15, 2019",,,,,,0.006, 1138 | "May 23, 2019",0.002,,,,,0.012, 1139 | "May 27, 2019",,,,,,0.014, 1140 | "May 31, 2019",,,,,,0.016, 1141 | "Jun 8, 2019",0.008,,,,,0.02, 1142 | "Jun 16, 2019",-0.021,,,,,0.021, 1143 | "Jun 24, 2019",-0.007,,,,,0.022, 1144 | "Jul 2, 2019",,,,,,0.022, 1145 | "Jul 2, 2019",,,,,,0.022, 1146 | "Jul 10, 2019",-0.003,,,,,0.022, 1147 | "Jul 18, 2019",,,,,,0.024, 1148 | "Jul 26, 2019",0.014,,,,,0.028, 1149 | "Aug 3, 2019",,,,,,0.035, 1150 | "Aug 8, 2019",,,,,,0.039, 1151 | "Aug 11, 2019",0.037,,,,,0.043, 1152 | "Aug 19, 2019",0.066,,,,,0.053, 1153 | "Aug 27, 2019",,,,,,0.064, 1154 | "Sep 4, 2019",,,,,,0.074, 1155 | "Sep 13, 2019",,,,,,0.083, 1156 | "Sep 20, 2019",,,,,,0.089, 1157 | "Sep 28, 2019",,,,,,0.094, 1158 | "Oct 6, 2019",0.244,,,,,0.097, 1159 | "Oct 14, 2019",,,,,,0.1, 1160 | "Oct 20, 2019",,,,,,0.102, 1161 | "Oct 22, 2019",0.134,,,,,0.103, 1162 | "Oct 30, 2019",0.073,,,,,, 1163 | "Nov 7, 2019",,,,,,, 1164 | "Nov 15, 2019",0.023,,,,,,-0.047 1165 | "Nov 23, 2019",,,,,,,-0.033 1166 | "Nov 25, 2019",,,,,,,-0.029 1167 | "Dec 1, 2019",0.02,,,,,,-0.019 1168 | "Dec 9, 2019",0.004,,,,,,-0.007 1169 | "Dec 17, 2019",0.014,,,,,,0.004 1170 | "Dec 25, 2019",-0.005,,,,,,0.014 1171 | "Jan 1, 2020",,,,,,,0.022 1172 | "Jan 2, 2020",0.018,,,,,,0.024 1173 | "Jan 10, 2020",0.021,,,,,,0.031 1174 | "Jan 18, 2020",0.01,,,,,,0.037 1175 | "Jan 26, 2020",0.012,,,,,,0.042 1176 | "Feb 3, 2020",0.009,,,,,,0.045 1177 | "Feb 11, 2020",-0.006,,,,,,0.047 1178 | "Feb 19, 2020",0.007,,,,,,0.048 1179 | "Feb 27, 2020",0.051,,,,,,0.047 1180 | "Mar 6, 2020",,,,,,,0.046 1181 | "Mar 14, 2020",0.255,,,,,,0.043 1182 | "Mar 22, 2020",,,,,,,0.04 1183 | "Mar 30, 2020",,,,,,,0.036 1184 | "Apr 7, 2020",,,,,,,0.032 1185 | "Apr 15, 2020",,,,,,,0.027 1186 | "Apr 23, 2020",,,,,,,0.023 1187 | "May 1, 2020",,,,,,,0.018 1188 | "May 9, 2020",,,,,,,0.014 1189 | "May 17, 2020",,,,,,,0.01 1190 | "May 25, 2020",0.009,,,,,,0.007 1191 | "Jun 2, 2020",,,,,,,0.004 1192 | "Jun 10, 2020",0.026,,,,,,0.003 1193 | "Jun 18, 2020",,,,,,,0.003 1194 | "Jun 26, 2020",0.043,,,,,,0.003 1195 | "Jul 4, 2020",,,,,,,0.006 1196 | "Jul 12, 2020",0.023,,,,,,0.009 1197 | "Jul 20, 2020",,,,,,,0.014 1198 | "Jul 28, 2020",0.029,,,,,,0.02 1199 | "Aug 5, 2020",,,,,,,0.028 1200 | "Aug 13, 2020",0.024,,,,,,0.037 1201 | "Aug 21, 2020",,,,,,,0.047 1202 | "Aug 29, 2020",0.029,,,,,,0.058 1203 | "Sep 6, 2020",,,,,,,0.071 1204 | "Sep 22, 2020",,,,,,,0.098 1205 | "Sep 30, 2020",-0.004,,,,,,0.113 1206 | "Oct 8, 2020",-0.016,,,,,,0.128 1207 | "Oct 16, 2020",0.027,,,,,,0.144 1208 | "Oct 24, 2020",,,,,,,0.159 1209 | "Nov 1, 2020",0.064,,,,,,0.174 1210 | "Nov 9, 2020",0.122,,,,,,0.189 1211 | "Nov 17, 2020",0.205,,,,,,0.204 1212 | "Nov 25, 2020",0.218,,,,,,0.217 1213 | "Dec 3, 2020",0.288,,,,,,0.23 1214 | "Dec 11, 2020",0.366,,,,,,0.242 1215 | "Dec 19, 2020",0.43,,,,,,0.253 1216 | "Dec 27, 2020",0.188,,,,,, 1217 | -------------------------------------------------------------------------------- /examples/SC-USA_ccdc_tcw.csv: -------------------------------------------------------------------------------- 1 | Date,Observation,fit 1,fit 2,fit 3,fit 4,fit 5,fit 6 2 | "Jan 1, 1985",,,,,,, 3 | "Jan 9, 1985",-0.035,,,,,, 4 | "Jan 25, 1985",,-0.032,,,,, 5 | "Feb 6, 1985",,-0.034,,,,, 6 | "Mar 15, 1985",,-0.043,,,,, 7 | "Apr 20, 1985",,-0.048,,,,, 8 | "May 1, 1985",-0.073,-0.047,,,,, 9 | "May 27, 1985",,-0.039,,,,, 10 | "Jun 18, 1985",,-0.03,,,,, 11 | "Jul 2, 1985",,-0.027,,,,, 12 | "Aug 5, 1985",,-0.027,,,,, 13 | "Aug 8, 1985",,-0.027,,,,, 14 | "Aug 21, 1985",,-0.029,,,,, 15 | "Sep 6, 1985",-0.034,-0.031,,,,, 16 | "Sep 13, 1985",,-0.031,,,,, 17 | "Sep 22, 1985",,-0.03,,,,, 18 | "Oct 8, 1985",-0.029,-0.029,,,,, 19 | "Oct 20, 1985",,-0.028,,,,, 20 | "Oct 24, 1985",-0.032,-0.027,,,,, 21 | "Nov 9, 1985",-0.021,-0.026,,,,, 22 | "Nov 25, 1985",,-0.025,,,,, 23 | "Jan 1, 1986",,-0.028,,,,, 24 | "Jan 12, 1986",-0.023,-0.03,,,,, 25 | "Jan 28, 1986",-0.023,-0.032,,,,, 26 | "Feb 6, 1986",,-0.034,,,,, 27 | "Feb 13, 1986",-0.024,-0.036,,,,, 28 | "Mar 15, 1986",,-0.043,,,,, 29 | "Mar 17, 1986",-0.044,-0.044,,,,, 30 | "Apr 2, 1986",,-0.048,,,,, 31 | "Apr 18, 1986",-0.061,-0.049,,,,, 32 | "Apr 20, 1986",,-0.048,,,,, 33 | "May 4, 1986",-0.06,-0.046,,,,, 34 | "May 20, 1986",-0.043,-0.041,,,,, 35 | "May 27, 1986",,-0.039,,,,, 36 | "Jun 5, 1986",,-0.035,,,,, 37 | "Jun 14, 1986",,-0.032,,,,, 38 | "Jun 21, 1986",-0.031,-0.03,,,,, 39 | "Jul 2, 1986",,-0.027,,,,, 40 | "Jul 23, 1986",,-0.026,,,,, 41 | "Aug 8, 1986",,-0.027,,,,, 42 | "Aug 8, 1986",-0.025,-0.027,,,,, 43 | "Aug 24, 1986",-0.022,-0.029,,,,, 44 | "Sep 13, 1986",,-0.031,,,,, 45 | "Sep 25, 1986",-0.022,-0.03,,,,, 46 | "Oct 20, 1986",,-0.028,,,,, 47 | "Oct 27, 1986",-0.006,-0.027,,,,, 48 | "Nov 25, 1986",,-0.025,,,,, 49 | "Dec 14, 1986",-0.058,-0.026,,,,, 50 | "Dec 30, 1986",-0.015,-0.028,,,,, 51 | "Jan 1, 1987",,-0.028,,,,, 52 | "Jan 31, 1987",-0.025,-0.033,,,,, 53 | "Feb 6, 1987",,-0.034,,,,, 54 | "Mar 4, 1987",-0.038,-0.041,,,,, 55 | "Mar 15, 1987",,-0.043,,,,, 56 | "Mar 20, 1987",,-0.045,,,,, 57 | "Apr 5, 1987",-0.051,-0.048,,,,, 58 | "Apr 20, 1987",,-0.048,,,,, 59 | "Apr 21, 1987",,-0.048,,,,, 60 | "May 7, 1987",,-0.046,,,,, 61 | "May 23, 1987",,-0.04,,,,, 62 | "May 27, 1987",,-0.039,,,,, 63 | "Jun 8, 1987",-0.028,-0.034,,,,, 64 | "Jun 24, 1987",,-0.029,,,,, 65 | "Jul 2, 1987",,-0.027,,,,, 66 | "Jul 10, 1987",,-0.026,,,,, 67 | "Jul 26, 1987",,-0.026,,,,, 68 | "Aug 8, 1987",,-0.027,,,,, 69 | "Aug 27, 1987",,-0.03,,,,, 70 | "Sep 13, 1987",,-0.031,,,,, 71 | "Oct 14, 1987",,-0.028,,,,, 72 | "Oct 20, 1987",,-0.028,,,,, 73 | "Oct 30, 1987",-0.021,-0.026,,,,, 74 | "Nov 15, 1987",,-0.025,,,,, 75 | "Nov 25, 1987",,-0.025,,,,, 76 | "Dec 1, 1987",-0.019,-0.026,,,,, 77 | "Dec 17, 1987",-0.022,-0.027,,,,, 78 | "Jan 1, 1988",,-0.028,,,,, 79 | "Feb 6, 1988",,-0.034,,,,, 80 | "Mar 6, 1988",-0.031,-0.041,,,,, 81 | "Mar 14, 1988",,-0.043,,,,, 82 | "Apr 7, 1988",,-0.048,,,,, 83 | "Apr 19, 1988",,-0.048,,,,, 84 | "Apr 23, 1988",,-0.048,,,,, 85 | "May 9, 1988",,-0.045,,,,, 86 | "May 26, 1988",,-0.039,,,,, 87 | "Jun 26, 1988",,-0.028,,,,, 88 | "Jul 2, 1988",,-0.027,,,,, 89 | "Jul 28, 1988",,-0.026,,,,, 90 | "Aug 7, 1988",,-0.027,,,,, 91 | "Aug 13, 1988",,-0.028,,,,, 92 | "Sep 13, 1988",,-0.031,,,,, 93 | "Sep 14, 1988",,-0.031,,,,, 94 | "Sep 30, 1988",-0.176,-0.03,,,,, 95 | "Oct 16, 1988",-0.011,-0.028,,,,, 96 | "Oct 19, 1988",,-0.027,,,,, 97 | "Nov 17, 1988",-0.019,-0.025,,,,, 98 | "Nov 25, 1988",,-0.025,,,,, 99 | "Dec 3, 1988",-0.022,-0.026,,,,, 100 | "Dec 19, 1988",-0.012,-0.027,,,,, 101 | "Jan 1, 1989",,-0.028,,,,, 102 | "Jan 4, 1989",-0.017,-0.029,,,,, 103 | "Feb 6, 1989",,-0.034,,,,, 104 | "Mar 15, 1989",,-0.043,,,,, 105 | "Mar 25, 1989",-0.047,-0.046,,,,, 106 | "Apr 20, 1989",,-0.049,,,,, 107 | "Apr 26, 1989",-0.042,-0.048,,,,, 108 | "May 12, 1989",,-0.044,,,,, 109 | "May 27, 1989",,-0.039,,,,, 110 | "May 28, 1989",-0.045,-0.038,,,,, 111 | "Jun 13, 1989",-0.023,-0.032,,,,, 112 | "Jun 29, 1989",,-0.028,,,,, 113 | "Jul 2, 1989",,-0.027,,,,, 114 | "Jul 31, 1989",,-0.026,,,,, 115 | "Aug 8, 1989",,-0.027,,,,, 116 | "Aug 16, 1989",,-0.029,,,,, 117 | "Sep 1, 1989",,-0.03,,,,, 118 | "Sep 13, 1989",,-0.031,,,,, 119 | "Sep 17, 1989",,-0.031,,,,, 120 | "Oct 3, 1989",-0.033,-0.03,,,,, 121 | "Oct 20, 1989",,-0.028,,,,, 122 | "Nov 20, 1989",-0.052,-0.025,,,,, 123 | "Nov 25, 1989",,-0.025,,,,, 124 | "Dec 22, 1989",-0.033,-0.027,,,,, 125 | "Jan 1, 1990",,-0.028,,,,, 126 | "Feb 6, 1990",,-0.034,,,,, 127 | "Mar 15, 1990",,-0.043,,,,, 128 | "Apr 13, 1990",-0.067,-0.049,,,,, 129 | "Apr 20, 1990",,-0.049,,,,, 130 | "Apr 29, 1990",-0.055,-0.048,,,,, 131 | "May 15, 1990",-0.054,-0.043,,,,, 132 | "May 27, 1990",,-0.039,,,,, 133 | "Jul 2, 1990",,-0.027,,,,, 134 | "Jul 2, 1990",,-0.027,,,,, 135 | "Aug 8, 1990",,-0.027,,,,, 136 | "Aug 19, 1990",-0.032,-0.029,,,,, 137 | "Sep 4, 1990",,-0.031,,,,, 138 | "Sep 13, 1990",,-0.031,,,,, 139 | "Sep 20, 1990",,-0.031,,,,, 140 | "Oct 6, 1990",-0.036,-0.029,,,,, 141 | "Oct 20, 1990",,-0.028,,,,, 142 | "Nov 7, 1990",-0.034,-0.026,,,,, 143 | "Nov 16, 1990",,-0.025,,,,, 144 | "Nov 25, 1990",,-0.025,,,,, 145 | "Dec 9, 1990",-0.025,-0.026,,,,, 146 | "Dec 25, 1990",-0.043,-0.028,,,,, 147 | "Jan 1, 1991",,-0.028,,,,, 148 | "Jan 26, 1991",-0.035,-0.032,,,,, 149 | "Feb 6, 1991",,-0.034,,,,, 150 | "Feb 11, 1991",-0.033,-0.035,,,,, 151 | "Feb 27, 1991",-0.042,-0.039,,,,, 152 | "Mar 15, 1991",,-0.043,,,,, 153 | "Mar 15, 1991",-0.049,-0.044,,,,, 154 | "Mar 31, 1991",,-0.047,,,,, 155 | "Apr 16, 1991",,-0.049,,,,, 156 | "Apr 20, 1991",,-0.049,,,,, 157 | "May 2, 1991",-0.051,-0.047,,,,, 158 | "May 18, 1991",-0.04,-0.042,,,,, 159 | "May 27, 1991",,-0.039,,,,, 160 | "Jun 3, 1991",,-0.036,,,,, 161 | "Jul 2, 1991",,-0.027,,,,, 162 | "Jul 5, 1991",,-0.027,,,,, 163 | "Jul 21, 1991",,-0.026,,,,, 164 | "Aug 6, 1991",,-0.027,,,,, 165 | "Aug 8, 1991",,-0.027,,,,, 166 | "Aug 22, 1991",,-0.029,,,,, 167 | "Sep 7, 1991",,-0.031,,,,, 168 | "Sep 13, 1991",,-0.031,,,,, 169 | "Sep 23, 1991",,-0.03,,,,, 170 | "Oct 9, 1991",,-0.029,,,,, 171 | "Oct 20, 1991",,-0.028,,,,, 172 | "Oct 25, 1991",,-0.027,,,,, 173 | "Nov 25, 1991",,-0.025,,,,, 174 | "Nov 26, 1991",-0.03,-0.025,,,,, 175 | "Dec 12, 1991",-0.027,-0.026,,,,, 176 | "Jan 1, 1992",,-0.028,,,,, 177 | "Feb 6, 1992",,-0.034,,,,, 178 | "Feb 14, 1992",-0.039,-0.036,,,,, 179 | "Mar 1, 1992",-0.044,-0.04,,,,, 180 | "Mar 14, 1992",,-0.044,,,,, 181 | "Mar 17, 1992",-0.047,-0.044,,,,, 182 | "Apr 2, 1992",-0.05,-0.048,,,,, 183 | "Apr 18, 1992",,-0.049,,,,, 184 | "Apr 19, 1992",,-0.049,,,,, 185 | "May 4, 1992",-0.045,-0.046,,,,, 186 | "May 20, 1992",,-0.041,,,,, 187 | "May 26, 1992",,-0.039,,,,, 188 | "May 28, 1992",,-0.038,,,,, 189 | "Jun 5, 1992",-0.031,-0.035,,,,, 190 | "Jun 21, 1992",-0.03,-0.029,,,,, 191 | "Jun 29, 1992",,-0.027,,,,, 192 | "Jul 2, 1992",,-0.027,,,,, 193 | "Aug 7, 1992",,-0.027,,,,, 194 | "Aug 8, 1992",,-0.028,,,,, 195 | "Aug 24, 1992",,-0.03,,,,, 196 | "Sep 9, 1992",,-0.031,,,,, 197 | "Sep 13, 1992",,-0.031,,,,, 198 | "Oct 11, 1992",,-0.029,,,,, 199 | "Oct 19, 1992",,-0.028,,,,, 200 | "Oct 27, 1992",-0.017,-0.027,,,,, 201 | "Nov 25, 1992",,-0.025,,,,, 202 | "Nov 28, 1992",,-0.026,,,,, 203 | "Jan 1, 1993",,-0.028,,,,, 204 | "Jan 15, 1993",,-0.03,,,,, 205 | "Jan 31, 1993",-0.025,-0.033,,,,, 206 | "Feb 6, 1993",,-0.034,,,,, 207 | "Mar 15, 1993",,-0.044,,,,, 208 | "Mar 20, 1993",,-0.045,,,,, 209 | "Apr 20, 1993",,-0.049,,,,, 210 | "May 7, 1993",-0.029,-0.046,,,,, 211 | "May 23, 1993",-0.034,-0.04,,,,, 212 | "May 27, 1993",,-0.039,,,,, 213 | "Jun 8, 1993",,-0.034,,,,, 214 | "Jun 24, 1993",,-0.029,,,,, 215 | "Jul 2, 1993",,-0.027,,,,, 216 | "Jul 10, 1993",-0.025,-0.026,,,,, 217 | "Aug 8, 1993",,-0.027,,,,, 218 | "Aug 11, 1993",,-0.028,,,,, 219 | "Aug 27, 1993",,-0.03,,,,, 220 | "Sep 13, 1993",,-0.031,,,,, 221 | "Sep 28, 1993",,-0.03,,,,, 222 | "Oct 14, 1993",,-0.028,,,,, 223 | "Oct 20, 1993",,-0.028,,,,, 224 | "Nov 15, 1993",-0.031,-0.026,,,,, 225 | "Nov 25, 1993",,-0.025,,,,, 226 | "Dec 1, 1993",-0.024,-0.026,,,,, 227 | "Jan 1, 1994",,-0.028,,,,, 228 | "Jan 2, 1994",,-0.029,,,,, 229 | "Jan 18, 1994",-0.021,-0.031,,,,, 230 | "Feb 3, 1994",-0.04,-0.034,,,,, 231 | "Feb 6, 1994",,-0.034,,,,, 232 | "Feb 19, 1994",-0.044,-0.037,,,,, 233 | "Mar 7, 1994",-0.047,,,,,, 234 | "Mar 15, 1994",,,,,,, 235 | "Mar 23, 1994",-0.243,,,,,, 236 | "Apr 8, 1994",-0.258,,,,,, 237 | "Apr 20, 1994",,,,,,, 238 | "Apr 24, 1994",-0.255,,,,,, 239 | "May 26, 1994",-0.242,,,,,, 240 | "May 27, 1994",,,,,,, 241 | "Jun 11, 1994",,,,,,, 242 | "Jul 2, 1994",,,,,,, 243 | "Jul 13, 1994",-0.223,,,,,, 244 | "Jul 29, 1994",-0.129,,,,,, 245 | "Aug 8, 1994",,,,,,, 246 | "Aug 14, 1994",-0.212,,,,,, 247 | "Aug 30, 1994",,,,,,, 248 | "Sep 13, 1994",,,,,,, 249 | "Sep 15, 1994",-0.199,,,,,, 250 | "Oct 1, 1994",-0.181,,,,,, 251 | "Oct 17, 1994",-0.15,,,,,, 252 | "Oct 20, 1994",,,,,,, 253 | "Nov 2, 1994",-0.183,,,,,, 254 | "Nov 18, 1994",-0.188,,,,,, 255 | "Nov 25, 1994",,,,,,, 256 | "Dec 4, 1994",,,,,,, 257 | "Dec 20, 1994",-0.16,,,,,, 258 | "Jan 1, 1995",,,,,,, 259 | "Jan 5, 1995",-0.188,,,,,, 260 | "Jan 21, 1995",-0.183,,,,,, 261 | "Feb 6, 1995",,,,,,, 262 | "Feb 6, 1995",-0.185,,,,,, 263 | "Feb 22, 1995",-0.172,,,,,, 264 | "Mar 10, 1995",-0.211,,,,,, 265 | "Mar 15, 1995",,,,,,, 266 | "Mar 26, 1995",-0.105,,,,,, 267 | "Apr 20, 1995",,,,,,, 268 | "Apr 27, 1995",,,,,,, 269 | "May 13, 1995",-0.145,,,,,, 270 | "May 27, 1995",,,,,,, 271 | "May 29, 1995",,,,,,, 272 | "Jun 14, 1995",-0.144,,,,,, 273 | "Jun 30, 1995",,,,,,, 274 | "Jul 2, 1995",,,,,,, 275 | "Jul 16, 1995",-0.107,,,,,, 276 | "Aug 1, 1995",,,,,,, 277 | "Aug 8, 1995",,,,,,, 278 | "Aug 17, 1995",-0.115,,,,,, 279 | "Sep 13, 1995",,,,,,, 280 | "Sep 18, 1995",-0.093,,,,,, 281 | "Oct 20, 1995",,,,,,, 282 | "Oct 20, 1995",,,,,,, 283 | "Nov 21, 1995",-0.089,,,,,, 284 | "Nov 25, 1995",,,,,,, 285 | "Dec 23, 1995",-0.11,,,,,, 286 | "Jan 1, 1996",,,,,,, 287 | "Jan 8, 1996",-0.126,,,,,, 288 | "Feb 6, 1996",,,,,,, 289 | "Feb 9, 1996",,,,,,, 290 | "Feb 25, 1996",-0.192,,,,,, 291 | "Mar 12, 1996",-0.203,,,,,, 292 | "Mar 14, 1996",,,,,,, 293 | "Apr 13, 1996",-0.218,,,,,, 294 | "Apr 19, 1996",,,,,,, 295 | "Apr 29, 1996",,,,,,, 296 | "May 15, 1996",,,,,,, 297 | "May 26, 1996",,,,,,, 298 | "May 31, 1996",-0.171,,,,,, 299 | "Jun 16, 1996",,,,,,, 300 | "Jul 2, 1996",,,,,,, 301 | "Jul 2, 1996",,,,,,, 302 | "Jul 18, 1996",,,,,,, 303 | "Aug 7, 1996",,,,,,, 304 | "Aug 19, 1996",,,,,,, 305 | "Sep 4, 1996",,,,,,, 306 | "Sep 13, 1996",,,,,,, 307 | "Sep 20, 1996",,,,,,, 308 | "Oct 6, 1996",,,,,,, 309 | "Oct 19, 1996",,,,,,, 310 | "Oct 22, 1996",-0.158,,,,,, 311 | "Nov 7, 1996",-0.211,,,,,, 312 | "Nov 23, 1996",-0.165,,,,,, 313 | "Nov 25, 1996",,,,,,, 314 | "Dec 9, 1996",-0.176,,,,,, 315 | "Dec 25, 1996",-0.183,,,,,, 316 | "Jan 1, 1997",,,,,,, 317 | "Jan 10, 1997",-0.14,,,,,, 318 | "Jan 26, 1997",-0.167,,-0.144,,,, 319 | "Feb 6, 1997",,,-0.147,,,, 320 | "Feb 11, 1997",,,-0.148,,,, 321 | "Feb 27, 1997",-0.158,,-0.151,,,, 322 | "Mar 15, 1997",,,-0.152,,,, 323 | "Mar 15, 1997",-0.14,,-0.152,,,, 324 | "Apr 16, 1997",-0.171,,-0.148,,,, 325 | "Apr 20, 1997",,,-0.147,,,, 326 | "May 18, 1997",-0.164,,-0.137,,,, 327 | "May 27, 1997",,,-0.134,,,, 328 | "Jun 19, 1997",,,-0.124,,,, 329 | "Jul 2, 1997",,,-0.119,,,, 330 | "Jul 5, 1997",-0.097,,-0.118,,,, 331 | "Aug 8, 1997",,,-0.107,,,, 332 | "Aug 22, 1997",-0.093,,-0.105,,,, 333 | "Sep 13, 1997",,,-0.103,,,, 334 | "Oct 9, 1997",,,-0.105,,,, 335 | "Oct 20, 1997",,,-0.108,,,, 336 | "Oct 25, 1997",,,-0.109,,,, 337 | "Nov 25, 1997",,,-0.121,,,, 338 | "Nov 26, 1997",-0.138,,-0.121,,,, 339 | "Dec 28, 1997",-0.128,,-0.134,,,, 340 | "Jan 1, 1998",,,-0.135,,,, 341 | "Feb 6, 1998",,,-0.147,,,, 342 | "Feb 14, 1998",,,-0.149,,,, 343 | "Mar 2, 1998",-0.17,,-0.151,,,, 344 | "Mar 15, 1998",,,-0.152,,,, 345 | "Apr 3, 1998",,,-0.151,,,, 346 | "Apr 20, 1998",,,-0.147,,,, 347 | "May 5, 1998",-0.099,,-0.142,,,, 348 | "May 27, 1998",,,-0.134,,,, 349 | "Jun 22, 1998",-0.105,,-0.123,,,, 350 | "Jul 2, 1998",,,-0.119,,,, 351 | "Jul 8, 1998",,,-0.117,,,, 352 | "Jul 24, 1998",-0.118,,-0.111,,,, 353 | "Aug 8, 1998",,,-0.107,,,, 354 | "Sep 13, 1998",,,-0.103,,,, 355 | "Sep 26, 1998",-0.107,,-0.103,,,, 356 | "Oct 12, 1998",-0.101,,-0.106,,,, 357 | "Oct 20, 1998",,,-0.108,,,, 358 | "Nov 13, 1998",,,-0.116,,,, 359 | "Nov 25, 1998",,,-0.121,,,, 360 | "Dec 31, 1998",,,-0.135,,,, 361 | "Jan 1, 1999",,,-0.135,,,, 362 | "Jan 16, 1999",-0.121,,-0.141,,,, 363 | "Feb 6, 1999",,,-0.147,,,, 364 | "Feb 17, 1999",-0.13,,-0.149,,,, 365 | "Mar 5, 1999",-0.155,,-0.152,,,, 366 | "Mar 15, 1999",,,-0.152,,,, 367 | "Mar 21, 1999",-0.154,,-0.152,,,, 368 | "Apr 6, 1999",,,-0.15,,,, 369 | "Apr 20, 1999",,,-0.147,,,, 370 | "Apr 22, 1999",-0.176,,-0.147,,,, 371 | "May 8, 1999",-0.161,,-0.141,,,, 372 | "May 24, 1999",,,-0.135,,,, 373 | "May 27, 1999",,,-0.134,,,, 374 | "Jun 9, 1999",-0.141,,-0.128,,,, 375 | "Jul 2, 1999",,,-0.119,,,, 376 | "Jul 3, 1999",-0.128,,-0.118,,,, 377 | "Jul 11, 1999",,,-0.116,,,, 378 | "Jul 19, 1999",,,-0.113,,,, 379 | "Jul 27, 1999",,,-0.11,,,, 380 | "Aug 4, 1999",-0.112,,-0.108,,,, 381 | "Aug 8, 1999",,,-0.107,,,, 382 | "Aug 12, 1999",,,-0.106,,,, 383 | "Aug 20, 1999",,,-0.105,,,, 384 | "Aug 28, 1999",-0.088,,-0.104,,,, 385 | "Sep 5, 1999",-0.107,,-0.103,,,, 386 | "Sep 13, 1999",,,-0.103,,,, 387 | "Sep 13, 1999",,,-0.103,,,, 388 | "Sep 21, 1999",,,-0.103,,,, 389 | "Oct 7, 1999",-0.098,,-0.105,,,, 390 | "Oct 20, 1999",,,-0.108,,,, 391 | "Oct 23, 1999",-0.091,,,,,, 392 | "Oct 31, 1999",,,,,,, 393 | "Nov 8, 1999",-0.089,,,,,, 394 | "Nov 16, 1999",-0.088,,,,,, 395 | "Nov 25, 1999",,,,,,, 396 | "Dec 2, 1999",-0.089,,,,,, 397 | "Dec 10, 1999",-0.085,,,,,, 398 | "Dec 26, 1999",-0.079,,,,,, 399 | "Jan 1, 2000",,,,,,, 400 | "Jan 3, 2000",-0.068,,,,,, 401 | "Jan 11, 2000",-0.075,,,,,, 402 | "Jan 12, 2000",-0.085,,,,,, 403 | "Jan 27, 2000",-0.076,,,,,, 404 | "Feb 4, 2000",-0.083,,,,,, 405 | "Feb 6, 2000",,,,,,, 406 | "Feb 12, 2000",,,,,,, 407 | "Feb 20, 2000",-0.067,,,,,, 408 | "Feb 28, 2000",-0.108,,,,,, 409 | "Mar 7, 2000",-0.104,,,,,, 410 | "Mar 14, 2000",,,,,,, 411 | "Mar 15, 2000",-0.119,,,,,, 412 | "Mar 31, 2000",-0.105,,,,,, 413 | "Apr 16, 2000",-0.097,,,,,, 414 | "Apr 19, 2000",,,,,,, 415 | "Apr 24, 2000",,,,,,, 416 | "May 2, 2000",,,,,,, 417 | "May 10, 2000",-0.078,,,,,, 418 | "May 18, 2000",-0.088,,,,,, 419 | "May 26, 2000",,,,,,, 420 | "May 26, 2000",-0.077,,,,,, 421 | "Jun 3, 2000",,,,,,, 422 | "Jun 11, 2000",,,,,,, 423 | "Jun 19, 2000",-0.091,,,,,, 424 | "Jun 27, 2000",,,,,,, 425 | "Jul 2, 2000",,,,,,, 426 | "Jul 5, 2000",,,,,,, 427 | "Jul 13, 2000",,,,,,, 428 | "Jul 21, 2000",,,,,,, 429 | "Aug 6, 2000",,,,,,, 430 | "Aug 7, 2000",,,,,,, 431 | "Aug 14, 2000",-0.046,,,-0.04,,, 432 | "Aug 22, 2000",-0.051,,,-0.039,,, 433 | "Sep 13, 2000",,,,-0.038,,, 434 | "Sep 15, 2000",-0.029,,,-0.037,,, 435 | "Sep 23, 2000",-0.045,,,-0.037,,, 436 | "Oct 1, 2000",,,,-0.037,,, 437 | "Oct 9, 2000",-0.039,,,-0.036,,, 438 | "Oct 17, 2000",-0.041,,,-0.036,,, 439 | "Oct 19, 2000",,,,-0.036,,, 440 | "Oct 25, 2000",-0.04,,,-0.036,,, 441 | "Nov 2, 2000",-0.042,,,-0.036,,, 442 | "Nov 10, 2000",-0.055,,,-0.036,,, 443 | "Nov 18, 2000",,,,-0.036,,, 444 | "Nov 25, 2000",,,,-0.037,,, 445 | "Nov 26, 2000",,,,-0.037,,, 446 | "Dec 4, 2000",-0.04,,,-0.037,,, 447 | "Dec 12, 2000",-0.033,,,-0.037,,, 448 | "Dec 20, 2000",-0.036,,,-0.038,,, 449 | "Jan 1, 2001",,,,-0.038,,, 450 | "Jan 5, 2001",-0.054,,,-0.039,,, 451 | "Jan 13, 2001",-0.031,,,-0.039,,, 452 | "Jan 29, 2001",,,,-0.041,,, 453 | "Feb 6, 2001",,,,-0.042,,, 454 | "Feb 6, 2001",-0.049,,,-0.042,,, 455 | "Mar 2, 2001",,,,-0.044,,, 456 | "Mar 10, 2001",-0.059,,,-0.045,,, 457 | "Mar 15, 2001",,,,-0.045,,, 458 | "Mar 18, 2001",,,,-0.045,,, 459 | "Mar 26, 2001",,,,-0.046,,, 460 | "Apr 19, 2001",-0.063,,,-0.047,,, 461 | "Apr 20, 2001",,,,-0.047,,, 462 | "Apr 27, 2001",-0.061,,,-0.047,,, 463 | "May 5, 2001",-0.069,,,-0.047,,, 464 | "May 13, 2001",,,,-0.047,,, 465 | "May 21, 2001",,,,-0.047,,, 466 | "May 27, 2001",,,,-0.047,,, 467 | "Jun 6, 2001",,,,-0.046,,, 468 | "Jun 14, 2001",,,,-0.045,,, 469 | "Jun 22, 2001",-0.051,,,-0.044,,, 470 | "Jun 30, 2001",,,,-0.043,,, 471 | "Jul 2, 2001",,,,-0.043,,, 472 | "Jul 8, 2001",,,,-0.042,,, 473 | "Jul 16, 2001",,,,-0.041,,, 474 | "Jul 24, 2001",,,,-0.04,,, 475 | "Aug 1, 2001",-0.051,,,-0.039,,, 476 | "Aug 8, 2001",,,,-0.038,,, 477 | "Aug 17, 2001",,,,-0.037,,, 478 | "Aug 25, 2001",-0.045,,,-0.036,,, 479 | "Sep 2, 2001",,,,-0.036,,, 480 | "Sep 10, 2001",,,,-0.035,,, 481 | "Sep 13, 2001",,,,-0.035,,, 482 | "Sep 18, 2001",-0.045,,,-0.034,,, 483 | "Sep 26, 2001",,,,-0.034,,, 484 | "Oct 4, 2001",-0.039,,,-0.034,,, 485 | "Oct 12, 2001",,,,-0.033,,, 486 | "Oct 20, 2001",,,,-0.033,,, 487 | "Oct 20, 2001",-0.043,,,-0.033,,, 488 | "Oct 28, 2001",-0.041,,,-0.033,,, 489 | "Nov 5, 2001",,,,-0.033,,, 490 | "Nov 13, 2001",-0.035,,,-0.033,,, 491 | "Nov 21, 2001",-0.024,,,-0.034,,, 492 | "Nov 25, 2001",,,,-0.034,,, 493 | "Nov 29, 2001",-0.04,,,-0.034,,, 494 | "Dec 7, 2001",-0.026,,,-0.034,,, 495 | "Dec 15, 2001",-0.038,,,-0.035,,, 496 | "Dec 23, 2001",,,,-0.035,,, 497 | "Dec 31, 2001",,,,-0.036,,, 498 | "Jan 1, 2002",,,,-0.036,,, 499 | "Jan 8, 2002",-0.029,,,-0.036,,, 500 | "Jan 16, 2002",-0.032,,,-0.037,,, 501 | "Feb 1, 2002",-0.041,,,-0.038,,, 502 | "Feb 6, 2002",,,,-0.039,,, 503 | "Feb 17, 2002",-0.049,,,-0.04,,, 504 | "Feb 25, 2002",-0.048,,,-0.04,,, 505 | "Mar 5, 2002",-0.053,,,-0.041,,, 506 | "Mar 15, 2002",,,,-0.042,,, 507 | "Mar 29, 2002",-0.301,,,-0.043,,, 508 | "Apr 6, 2002",-0.067,,,-0.044,,, 509 | "Apr 20, 2002",,,,-0.044,,, 510 | "Apr 22, 2002",,,,-0.045,,, 511 | "May 8, 2002",,,,-0.045,,, 512 | "May 9, 2002",,,,-0.045,,, 513 | "May 16, 2002",-0.05,,,-0.044,,, 514 | "May 24, 2002",-0.057,,,-0.044,,, 515 | "May 27, 2002",,,,-0.044,,, 516 | "Jun 9, 2002",-0.053,,,-0.043,,, 517 | "Jun 10, 2002",,,,-0.043,,, 518 | "Jun 17, 2002",,,,-0.042,,, 519 | "Jun 25, 2002",,,,-0.041,,, 520 | "Jun 26, 2002",,,,-0.041,,, 521 | "Jul 2, 2002",,,,-0.04,,, 522 | "Jul 3, 2002",,,,-0.04,,, 523 | "Jul 11, 2002",,,,-0.039,,, 524 | "Jul 19, 2002",-0.033,,,-0.038,,, 525 | "Jul 27, 2002",-0.039,,,-0.037,,, 526 | "Jul 28, 2002",,,,-0.037,,, 527 | "Aug 4, 2002",,,,-0.036,,, 528 | "Aug 8, 2002",,,,-0.035,,, 529 | "Aug 12, 2002",-0.029,,,-0.035,,, 530 | "Aug 20, 2002",,,,-0.034,,, 531 | "Sep 13, 2002",,,,-0.032,,, 532 | "Sep 13, 2002",,,,-0.032,,, 533 | "Sep 14, 2002",,,,-0.032,,, 534 | "Sep 21, 2002",,,,-0.031,,, 535 | "Oct 7, 2002",,,,-0.031,,, 536 | "Oct 20, 2002",,,,-0.03,,, 537 | "Oct 31, 2002",-0.024,,,-0.03,,, 538 | "Nov 24, 2002",-0.019,,,-0.031,,, 539 | "Nov 25, 2002",,,,-0.031,,, 540 | "Dec 2, 2002",-0.02,,,-0.031,,, 541 | "Dec 3, 2002",,,,-0.031,,, 542 | "Dec 18, 2002",,,,-0.032,,, 543 | "Dec 26, 2002",,,,-0.032,,, 544 | "Jan 1, 2003",,,,-0.033,,, 545 | "Jan 3, 2003",,,,-0.033,,, 546 | "Jan 11, 2003",-0.012,,,-0.033,,, 547 | "Jan 19, 2003",-0.014,,,-0.034,,, 548 | "Jan 27, 2003",-0.02,,,-0.035,,, 549 | "Feb 6, 2003",,,,-0.036,,, 550 | "Feb 12, 2003",,,,-0.036,,, 551 | "Feb 20, 2003",,,,-0.037,,, 552 | "Mar 8, 2003",-0.021,,,-0.039,,, 553 | "Mar 15, 2003",,,,-0.039,,, 554 | "Mar 24, 2003",-0.038,,,-0.04,,, 555 | "Apr 1, 2003",-0.039,,,-0.041,,, 556 | "Apr 17, 2003",-0.04,,,-0.041,,, 557 | "Apr 20, 2003",,,,-0.042,,, 558 | "May 11, 2003",,,,-0.042,,, 559 | "May 27, 2003",,,,-0.041,,, 560 | "Jun 4, 2003",,,,-0.04,,, 561 | "Jun 20, 2003",,,,-0.039,,, 562 | "Jul 2, 2003",,,,-0.037,,, 563 | "Jul 6, 2003",,,,-0.037,,, 564 | "Jul 22, 2003",-0.008,,,-0.035,,, 565 | "Jul 30, 2003",,,,-0.034,,, 566 | "Aug 7, 2003",,,,-0.033,,, 567 | "Aug 8, 2003",,,,-0.033,,, 568 | "Aug 15, 2003",-0.012,,,-0.032,,, 569 | "Aug 23, 2003",,,,-0.031,,, 570 | "Aug 31, 2003",,,,-0.03,,, 571 | "Sep 13, 2003",,,,-0.029,,, 572 | "Sep 24, 2003",-0.011,,,-0.028,,, 573 | "Oct 2, 2003",-0.014,,,-0.028,,, 574 | "Oct 18, 2003",,,,-0.027,,, 575 | "Oct 20, 2003",,,,-0.027,,, 576 | "Oct 26, 2003",,,,-0.027,,, 577 | "Nov 3, 2003",-0.021,,,-0.027,,, 578 | "Nov 11, 2003",,,,-0.028,,, 579 | "Nov 25, 2003",,,,-0.028,,, 580 | "Nov 27, 2003",,,,-0.028,,, 581 | "Dec 13, 2003",,,,-0.029,,, 582 | "Dec 21, 2003",,,,-0.029,,, 583 | "Jan 1, 2004",,,,-0.03,,, 584 | "Jan 6, 2004",,,,-0.03,,, 585 | "Jan 14, 2004",,,,-0.031,,, 586 | "Jan 22, 2004",,,,-0.031,,, 587 | "Jan 30, 2004",,,,-0.032,,, 588 | "Feb 6, 2004",,,,-0.033,,, 589 | "Feb 7, 2004",-0.014,,,-0.033,,, 590 | "Feb 23, 2004",-0.02,,,-0.035,,, 591 | "Mar 2, 2004",-0.035,,,-0.035,,, 592 | "Mar 10, 2004",-0.025,,,-0.036,,, 593 | "Mar 14, 2004",,,,-0.036,,, 594 | "Mar 18, 2004",-0.028,,,-0.037,,, 595 | "Mar 26, 2004",,,,-0.037,,, 596 | "Apr 3, 2004",-0.034,,,-0.038,,, 597 | "Apr 11, 2004",-0.042,,,-0.038,,, 598 | "Apr 19, 2004",-0.039,,,-0.039,,, 599 | "Apr 19, 2004",,,,-0.039,,, 600 | "Apr 27, 2004",-0.041,,,-0.039,,, 601 | "May 5, 2004",-0.03,,,-0.039,,, 602 | "May 13, 2004",,,,-0.039,,, 603 | "May 21, 2004",-0.025,,,-0.038,,, 604 | "May 26, 2004",,,,-0.038,,, 605 | "May 29, 2004",,,,-0.038,,, 606 | "Jun 6, 2004",,,,-0.037,,, 607 | "Jun 22, 2004",-0.03,,,-0.036,,, 608 | "Jun 30, 2004",,,,-0.035,,, 609 | "Jul 2, 2004",,,,-0.034,,, 610 | "Jul 8, 2004",-0.039,,,-0.034,,, 611 | "Jul 16, 2004",-0.023,,,-0.033,,, 612 | "Jul 24, 2004",,,,-0.031,,, 613 | "Aug 1, 2004",,,,-0.03,,, 614 | "Aug 7, 2004",,,,-0.03,,, 615 | "Aug 9, 2004",,,,-0.029,,, 616 | "Aug 17, 2004",,,,-0.028,,, 617 | "Aug 25, 2004",,,,-0.028,,, 618 | "Sep 2, 2004",,,,-0.027,,, 619 | "Sep 10, 2004",,,,-0.026,,, 620 | "Sep 13, 2004",,,,-0.026,,, 621 | "Sep 18, 2004",-0.015,,,-0.026,,, 622 | "Sep 26, 2004",,,,-0.025,,, 623 | "Oct 12, 2004",,,,-0.025,,, 624 | "Oct 19, 2004",,,,-0.025,,, 625 | "Oct 20, 2004",,,,-0.025,,, 626 | "Nov 5, 2004",,,,-0.025,,, 627 | "Nov 21, 2004",,,,-0.025,,, 628 | "Nov 25, 2004",,,,-0.025,,, 629 | "Nov 29, 2004",-0.022,,,-0.025,,, 630 | "Dec 7, 2004",,,,-0.026,,, 631 | "Dec 15, 2004",-0.024,,,-0.026,,, 632 | "Dec 23, 2004",,,,-0.026,,, 633 | "Dec 31, 2004",,,,-0.027,,, 634 | "Jan 1, 2005",,,,-0.027,,, 635 | "Jan 8, 2005",,,,-0.027,,, 636 | "Jan 24, 2005",-0.024,,,-0.029,,, 637 | "Feb 6, 2005",,,,-0.03,,, 638 | "Mar 5, 2005",-0.039,,,-0.033,,, 639 | "Mar 13, 2005",-0.05,,,-0.033,,, 640 | "Mar 15, 2005",,,,-0.033,,, 641 | "Mar 21, 2005",-0.032,,,-0.034,,, 642 | "Mar 29, 2005",,,,-0.035,,, 643 | "Apr 6, 2005",,,,-0.035,,, 644 | "Apr 20, 2005",,,,-0.036,,, 645 | "Apr 22, 2005",-0.051,,,-0.036,,, 646 | "Apr 30, 2005",,,,-0.036,,, 647 | "May 8, 2005",-0.053,,,-0.036,,, 648 | "May 16, 2005",,,,-0.036,,, 649 | "May 24, 2005",-0.045,,,-0.035,,, 650 | "May 27, 2005",,,,-0.035,,, 651 | "Jun 9, 2005",,,,-0.034,,, 652 | "Jun 17, 2005",,,,-0.033,,, 653 | "Jul 2, 2005",,,,-0.032,,, 654 | "Jul 3, 2005",,,,-0.031,,, 655 | "Jul 19, 2005",-0.028,,,-0.029,,, 656 | "Jul 27, 2005",-0.019,,,-0.028,,, 657 | "Aug 4, 2005",,,,-0.027,,, 658 | "Aug 8, 2005",,,,-0.027,,, 659 | "Aug 12, 2005",,,,-0.026,,, 660 | "Aug 20, 2005",-0.017,,,-0.025,,, 661 | "Aug 28, 2005",-0.017,,,-0.025,,, 662 | "Sep 5, 2005",,,,-0.024,,, 663 | "Sep 13, 2005",,,,-0.023,,, 664 | "Sep 13, 2005",,,,-0.023,,, 665 | "Sep 21, 2005",-0.019,,,-0.023,,, 666 | "Sep 29, 2005",-0.014,,,-0.022,,, 667 | "Oct 15, 2005",-0.017,,,-0.022,,, 668 | "Oct 20, 2005",,,,-0.022,,, 669 | "Oct 23, 2005",,,,-0.022,,, 670 | "Oct 31, 2005",-0.019,,,-0.022,,, 671 | "Nov 8, 2005",-0.021,,,-0.022,,, 672 | "Nov 16, 2005",,,,-0.022,,, 673 | "Nov 24, 2005",,,,-0.022,,, 674 | "Nov 25, 2005",,,,-0.022,,, 675 | "Dec 10, 2005",-0.017,,,-0.023,,, 676 | "Dec 26, 2005",-0.008,,,-0.024,,, 677 | "Jan 1, 2006",,,,-0.024,,, 678 | "Jan 11, 2006",,,,-0.025,,, 679 | "Jan 19, 2006",-0.017,,,-0.025,,, 680 | "Jan 27, 2006",-0.028,,,-0.026,,, 681 | "Feb 6, 2006",,,,-0.027,,, 682 | "Feb 12, 2006",-0.028,,,-0.028,,, 683 | "Feb 28, 2006",-0.029,,,-0.029,,, 684 | "Mar 8, 2006",-0.038,,,-0.03,,, 685 | "Mar 15, 2006",,,,-0.031,,, 686 | "Mar 16, 2006",,,,-0.031,,, 687 | "Apr 1, 2006",-0.044,,,-0.032,,, 688 | "Apr 9, 2006",-0.033,,,-0.032,,, 689 | "Apr 17, 2006",,,,-0.033,,, 690 | "Apr 20, 2006",,,,-0.033,,, 691 | "Apr 25, 2006",-0.033,,,-0.033,,, 692 | "May 3, 2006",-0.038,,,-0.033,,, 693 | "May 11, 2006",,,,-0.033,,, 694 | "May 19, 2006",-0.037,,,-0.033,,, 695 | "May 27, 2006",,,,-0.032,,, 696 | "May 27, 2006",-0.034,,,-0.032,,, 697 | "Jun 4, 2006",,,,-0.032,,, 698 | "Jun 12, 2006",-0.029,,,-0.031,,, 699 | "Jun 20, 2006",,,,-0.03,,, 700 | "Jun 28, 2006",,,,-0.029,,, 701 | "Jul 2, 2006",,,,-0.029,,, 702 | "Jul 6, 2006",-0.039,,,-0.028,,, 703 | "Jul 14, 2006",-0.029,,,-0.027,,, 704 | "Jul 22, 2006",-0.038,,,-0.026,,, 705 | "Jul 30, 2006",,,,-0.025,,, 706 | "Aug 7, 2006",,,,-0.024,,, 707 | "Aug 8, 2006",,,,-0.024,,, 708 | "Aug 15, 2006",,,,-0.023,,, 709 | "Aug 23, 2006",,,,-0.022,,, 710 | "Sep 8, 2006",,,,-0.021,,, 711 | "Sep 13, 2006",,,,-0.02,,, 712 | "Sep 16, 2006",-0.013,,,-0.02,,, 713 | "Sep 24, 2006",-0.018,,,-0.02,,, 714 | "Oct 2, 2006",-0.021,,,-0.019,,, 715 | "Oct 10, 2006",,,,-0.019,,, 716 | "Oct 20, 2006",,,,-0.019,,, 717 | "Oct 26, 2006",-0.022,,,-0.019,,, 718 | "Nov 3, 2006",-0.02,,,-0.019,,, 719 | "Nov 11, 2006",-0.014,,,-0.019,,, 720 | "Nov 12, 2006",,,,-0.019,,, 721 | "Nov 19, 2006",-0.015,,,-0.019,,, 722 | "Nov 25, 2006",,,,-0.019,,, 723 | "Nov 27, 2006",-0.021,,,-0.019,,, 724 | "Dec 13, 2006",,,,-0.02,,, 725 | "Dec 14, 2006",,,,-0.02,,, 726 | "Dec 29, 2006",-0.021,,,-0.021,,, 727 | "Dec 30, 2006",,,,-0.021,,, 728 | "Jan 1, 2007",,,,-0.021,,, 729 | "Jan 6, 2007",-0.017,,,-0.022,,, 730 | "Jan 15, 2007",,,,-0.022,,, 731 | "Jan 31, 2007",-0.028,,,-0.024,,, 732 | "Feb 6, 2007",,,,-0.024,,, 733 | "Feb 7, 2007",-0.022,,,-0.024,,, 734 | "Feb 15, 2007",,,,-0.025,,, 735 | "Feb 16, 2007",-0.03,,,-0.025,,, 736 | "Feb 23, 2007",,,,-0.026,,, 737 | "Mar 3, 2007",,,,-0.027,,, 738 | "Mar 4, 2007",-0.056,,,-0.027,,, 739 | "Mar 11, 2007",-0.03,,,-0.027,,, 740 | "Mar 15, 2007",,,,-0.028,,, 741 | "Mar 19, 2007",-0.04,,,-0.028,,, 742 | "Mar 20, 2007",-0.042,,,-0.028,,, 743 | "Mar 27, 2007",,,,-0.029,,, 744 | "Apr 4, 2007",,,,-0.029,,, 745 | "Apr 5, 2007",,,,-0.029,,, 746 | "Apr 12, 2007",-0.044,,,-0.03,,, 747 | "Apr 20, 2007",,,,-0.03,,, 748 | "Apr 20, 2007",,,,-0.03,,, 749 | "Apr 21, 2007",-0.044,,,-0.03,,, 750 | "Apr 28, 2007",-0.047,,,-0.03,,, 751 | "May 6, 2007",,,,-0.03,,, 752 | "May 7, 2007",-0.055,,,-0.03,,, 753 | "May 14, 2007",-0.045,,,-0.03,,, 754 | "May 22, 2007",-0.044,,,-0.03,,, 755 | "May 23, 2007",,,,-0.03,,, 756 | "May 27, 2007",,,,-0.029,,, 757 | "May 30, 2007",-0.043,,,-0.029,,, 758 | "Jun 7, 2007",-0.042,,,-0.029,,, 759 | "Jun 23, 2007",,,,-0.027,,, 760 | "Jul 1, 2007",-0.035,,,-0.026,,, 761 | "Jul 2, 2007",,,,-0.026,,, 762 | "Jul 9, 2007",,,,-0.025,,, 763 | "Jul 17, 2007",-0.036,,,-0.024,,, 764 | "Aug 2, 2007",-0.023,,,-0.022,,, 765 | "Aug 8, 2007",,,,-0.021,,, 766 | "Aug 10, 2007",,,,-0.021,,, 767 | "Aug 18, 2007",,,,-0.02,,, 768 | "Aug 26, 2007",,,,-0.019,,, 769 | "Sep 3, 2007",-0.031,,,-0.018,,, 770 | "Sep 11, 2007",-0.029,,,-0.018,,, 771 | "Sep 13, 2007",,,,-0.017,,, 772 | "Sep 19, 2007",,,,-0.017,,, 773 | "Sep 27, 2007",-0.028,,,-0.017,,, 774 | "Oct 13, 2007",-0.082,,,-0.016,,, 775 | "Oct 20, 2007",,,,-0.016,,, 776 | "Oct 29, 2007",-0.071,,,-0.016,,, 777 | "Nov 14, 2007",-0.069,,,-0.016,,, 778 | "Nov 25, 2007",,,,-0.016,,, 779 | "Nov 30, 2007",-0.075,,,-0.017,,, 780 | "Dec 16, 2007",,,,-0.017,,, 781 | "Jan 1, 2008",,,,-0.018,,, 782 | "Jan 1, 2008",-0.052,,,,,, 783 | "Jan 25, 2008",-0.064,,,,,, 784 | "Feb 2, 2008",,,,,,, 785 | "Feb 6, 2008",,,,,,, 786 | "Feb 10, 2008",-0.098,,,,,, 787 | "Mar 5, 2008",-0.089,,,,,, 788 | "Mar 13, 2008",-0.109,,,,,, 789 | "Mar 14, 2008",,,,,,, 790 | "Mar 21, 2008",-0.118,,,,,, 791 | "Mar 29, 2008",,,,,,, 792 | "Apr 6, 2008",,,,,,, 793 | "Apr 14, 2008",-0.118,,,,,, 794 | "Apr 19, 2008",,,,,,, 795 | "Apr 22, 2008",,,,,,, 796 | "Apr 30, 2008",-0.119,,,,,, 797 | "May 8, 2008",,,,,,, 798 | "May 16, 2008",-0.109,,,,,, 799 | "May 24, 2008",,,,,,, 800 | "May 26, 2008",,,,,,, 801 | "Jun 1, 2008",-0.098,,,,,, 802 | "Jun 9, 2008",,,,,,, 803 | "Jun 17, 2008",-0.091,,,,,, 804 | "Jun 25, 2008",,,,,,, 805 | "Jul 2, 2008",,,,,,, 806 | "Jul 3, 2008",-0.075,,,,,, 807 | "Jul 11, 2008",,,,,,, 808 | "Jul 19, 2008",,,,,,, 809 | "Aug 4, 2008",,,,,,, 810 | "Aug 7, 2008",,,,,,, 811 | "Aug 12, 2008",,,,,,, 812 | "Aug 20, 2008",,,,,,, 813 | "Aug 28, 2008",-0.05,,,,-0.032,, 814 | "Sep 13, 2008",,,,,-0.031,, 815 | "Sep 29, 2008",,,,,-0.031,, 816 | "Oct 7, 2008",,,,,-0.031,, 817 | "Oct 15, 2008",,,,,-0.031,, 818 | "Oct 16, 2008",-0.052,,,,-0.031,, 819 | "Oct 19, 2008",,,,,-0.031,, 820 | "Oct 23, 2008",-0.054,,,,-0.031,, 821 | "Oct 31, 2008",-0.041,,,,-0.032,, 822 | "Nov 1, 2008",-0.04,,,,-0.032,, 823 | "Nov 8, 2008",,,,,-0.032,, 824 | "Nov 16, 2008",-0.041,,,,-0.032,, 825 | "Nov 24, 2008",,,,,-0.032,, 826 | "Nov 25, 2008",,,,,-0.032,, 827 | "Dec 2, 2008",-0.04,,,,-0.033,, 828 | "Dec 18, 2008",-0.037,,,,-0.035,, 829 | "Jan 1, 2009",,,,,-0.036,, 830 | "Jan 19, 2009",-0.042,,,,-0.039,, 831 | "Feb 4, 2009",,,,,-0.042,, 832 | "Feb 6, 2009",,,,,-0.042,, 833 | "Feb 12, 2009",-0.068,,,,-0.044,, 834 | "Feb 20, 2009",-0.059,,,,-0.045,, 835 | "Mar 8, 2009",,,,,-0.047,, 836 | "Mar 15, 2009",,,,,-0.048,, 837 | "Mar 24, 2009",-0.077,,,,-0.048,, 838 | "Apr 9, 2009",-0.078,,,,-0.048,, 839 | "Apr 17, 2009",-0.076,,,,-0.048,, 840 | "Apr 20, 2009",,,,,-0.048,, 841 | "Apr 25, 2009",,,,,-0.047,, 842 | "May 3, 2009",,,,,-0.046,, 843 | "May 11, 2009",,,,,-0.045,, 844 | "May 19, 2009",,,,,-0.044,, 845 | "May 27, 2009",,,,,-0.042,, 846 | "May 27, 2009",,,,,-0.042,, 847 | "Jun 12, 2009",-0.042,,,,-0.039,, 848 | "Jun 20, 2009",-0.039,,,,-0.038,, 849 | "Jun 28, 2009",-0.036,,,,-0.037,, 850 | "Jul 2, 2009",,,,,-0.036,, 851 | "Jul 6, 2009",,,,,-0.036,, 852 | "Jul 14, 2009",-0.028,,,,-0.035,, 853 | "Jul 22, 2009",,,,,-0.034,, 854 | "Jul 30, 2009",,,,,-0.033,, 855 | "Aug 7, 2009",,,,,-0.032,, 856 | "Aug 8, 2009",,,,,-0.032,, 857 | "Aug 23, 2009",-0.013,,,,-0.032,, 858 | "Aug 31, 2009",,,,,-0.031,, 859 | "Sep 8, 2009",,,,,-0.031,, 860 | "Sep 13, 2009",,,,,-0.031,, 861 | "Sep 16, 2009",-0.03,,,,-0.031,, 862 | "Sep 24, 2009",,,,,-0.031,, 863 | "Oct 2, 2009",,,,,-0.031,, 864 | "Oct 10, 2009",-0.035,,,,-0.031,, 865 | "Oct 18, 2009",-0.031,,,,-0.031,, 866 | "Oct 20, 2009",,,,,-0.031,, 867 | "Nov 3, 2009",-0.024,,,,-0.031,, 868 | "Nov 19, 2009",,,,,-0.032,, 869 | "Nov 25, 2009",,,,,-0.032,, 870 | "Nov 27, 2009",-0.023,,,,-0.032,, 871 | "Dec 21, 2009",,,,,-0.035,, 872 | "Jan 1, 2010",,,,,-0.036,, 873 | "Jan 6, 2010",,,,,-0.037,, 874 | "Jan 14, 2010",,,,,-0.038,, 875 | "Feb 6, 2010",,,,,-0.042,, 876 | "Feb 7, 2010",,,,,-0.042,, 877 | "Feb 15, 2010",,,,,-0.044,, 878 | "Feb 23, 2010",,,,,-0.045,, 879 | "Mar 15, 2010",,,,,-0.047,, 880 | "Mar 19, 2010",-0.05,,,,-0.048,, 881 | "Mar 27, 2010",-0.053,,,,-0.048,, 882 | "Apr 4, 2010",-0.044,,,,-0.048,, 883 | "Apr 12, 2010",,,,,-0.048,, 884 | "Apr 20, 2010",,,,,-0.047,, 885 | "Apr 20, 2010",-0.05,,,,-0.047,, 886 | "Apr 28, 2010",-0.043,,,,-0.047,, 887 | "May 6, 2010",-0.05,,,,-0.046,, 888 | "May 14, 2010",,,,,-0.044,, 889 | "May 22, 2010",,,,,-0.043,, 890 | "May 27, 2010",,,,,-0.042,, 891 | "May 30, 2010",,,,,-0.042,, 892 | "Jun 7, 2010",-0.038,,,,-0.04,, 893 | "Jun 15, 2010",-0.04,,,,-0.039,, 894 | "Jun 23, 2010",-0.029,,,,-0.037,, 895 | "Jul 2, 2010",,,,,-0.036,, 896 | "Jul 9, 2010",,,,,-0.035,, 897 | "Jul 17, 2010",,,,,-0.034,, 898 | "Jul 25, 2010",-0.021,,,,-0.033,, 899 | "Aug 2, 2010",,,,,-0.032,, 900 | "Aug 8, 2010",,,,,-0.032,, 901 | "Aug 10, 2010",-0.025,,,,-0.032,, 902 | "Aug 18, 2010",,,,,-0.032,, 903 | "Aug 26, 2010",,,,,-0.031,, 904 | "Sep 3, 2010",-0.022,,,,-0.031,, 905 | "Sep 11, 2010",,,,,-0.031,, 906 | "Sep 13, 2010",,,,,-0.031,, 907 | "Sep 19, 2010",-0.011,,,,-0.031,, 908 | "Oct 5, 2010",,,,,-0.031,, 909 | "Oct 13, 2010",,,,,-0.031,, 910 | "Oct 20, 2010",,,,,-0.031,, 911 | "Oct 21, 2010",-0.022,,,,-0.031,, 912 | "Oct 29, 2010",-0.029,,,,-0.031,, 913 | "Nov 6, 2010",-0.027,,,,-0.031,, 914 | "Nov 14, 2010",-0.03,,,,-0.032,, 915 | "Nov 22, 2010",,,,,-0.032,, 916 | "Nov 25, 2010",,,,,-0.032,, 917 | "Dec 8, 2010",-0.018,,,,-0.033,, 918 | "Dec 24, 2010",-0.02,,,,-0.035,, 919 | "Jan 1, 2011",,,,,-0.036,, 920 | "Jan 1, 2011",,,,,-0.036,, 921 | "Jan 9, 2011",-0.026,,,,-0.037,, 922 | "Feb 2, 2011",,,,,-0.041,, 923 | "Feb 6, 2011",,,,,-0.042,, 924 | "Feb 18, 2011",-0.032,,,,-0.044,, 925 | "Feb 26, 2011",,,,,-0.045,, 926 | "Mar 14, 2011",-0.05,,,,-0.047,, 927 | "Mar 15, 2011",,,,,-0.047,, 928 | "Mar 22, 2011",-0.051,,,,-0.048,, 929 | "Apr 7, 2011",-0.05,,,,-0.048,, 930 | "Apr 15, 2011",,,,,-0.047,, 931 | "Apr 20, 2011",,,,,-0.047,, 932 | "Apr 23, 2011",,,,,-0.047,, 933 | "May 1, 2011",,,,,-0.046,, 934 | "May 9, 2011",,,,,-0.045,, 935 | "May 17, 2011",,,,,-0.044,, 936 | "May 25, 2011",-0.042,,,,-0.042,, 937 | "May 27, 2011",,,,,-0.042,, 938 | "Jun 2, 2011",,,,,-0.041,, 939 | "Jun 10, 2011",-0.041,,,,-0.039,, 940 | "Jun 18, 2011",,,,,-0.038,, 941 | "Jun 26, 2011",-0.043,,,,-0.037,, 942 | "Jul 2, 2011",,,,,-0.036,, 943 | "Jul 12, 2011",,,,,-0.034,, 944 | "Jul 20, 2011",,,,,-0.033,, 945 | "Jul 28, 2011",-0.047,,,,-0.033,, 946 | "Aug 5, 2011",,,,,-0.032,, 947 | "Aug 8, 2011",,,,,-0.032,, 948 | "Aug 13, 2011",-0.042,,,,-0.032,, 949 | "Aug 21, 2011",-0.034,,,,-0.031,, 950 | "Aug 29, 2011",-0.032,,,,-0.031,, 951 | "Sep 13, 2011",,,,,-0.031,, 952 | "Sep 14, 2011",,,,,-0.031,, 953 | "Sep 30, 2011",-0.032,,,,-0.031,, 954 | "Oct 8, 2011",,,,,-0.031,, 955 | "Oct 16, 2011",-0.031,,,,-0.031,, 956 | "Oct 20, 2011",,,,,-0.031,, 957 | "Oct 24, 2011",-0.035,,,,-0.031,, 958 | "Nov 1, 2011",-0.028,,,,-0.031,, 959 | "Nov 9, 2011",-0.028,,,,-0.031,, 960 | "Nov 25, 2011",,,,,-0.032,, 961 | "Nov 25, 2011",-0.034,,,,-0.032,, 962 | "Dec 11, 2011",,,,,-0.033,, 963 | "Jan 1, 2012",,,,,-0.036,, 964 | "Jan 12, 2012",,,,,-0.037,, 965 | "Jan 28, 2012",-0.026,,,,-0.04,, 966 | "Feb 6, 2012",,,,,-0.042,, 967 | "Feb 13, 2012",-0.042,,,,-0.043,, 968 | "Feb 29, 2012",,,,,-0.046,, 969 | "Mar 14, 2012",,,,,-0.047,, 970 | "Mar 16, 2012",,,,,-0.047,, 971 | "Apr 1, 2012",,,,,-0.048,, 972 | "Apr 17, 2012",,,,,-0.047,, 973 | "Apr 19, 2012",,,,,-0.047,, 974 | "Apr 26, 2012",,,,,-0.046,, 975 | "May 3, 2012",-0.049,,,,-0.045,, 976 | "May 12, 2012",-0.059,,,,-0.044,, 977 | "May 19, 2012",,,,,-0.043,, 978 | "May 26, 2012",,,,,-0.042,, 979 | "Jun 20, 2012",-0.041,,,,-0.037,, 980 | "Jul 2, 2012",,,,,-0.035,, 981 | "Jul 6, 2012",,,,,-0.035,, 982 | "Jul 22, 2012",,,,,-0.033,, 983 | "Aug 7, 2012",,,,,-0.032,, 984 | "Aug 7, 2012",,,,,-0.032,, 985 | "Sep 8, 2012",-0.033,,,,-0.031,, 986 | "Sep 13, 2012",,,,,-0.031,, 987 | "Sep 24, 2012",-0.027,,,,-0.031,, 988 | "Oct 10, 2012",-0.035,,,,-0.031,, 989 | "Oct 19, 2012",,,,,-0.031,, 990 | "Oct 26, 2012",,,,,-0.031,, 991 | "Nov 11, 2012",-0.023,,,,-0.031,, 992 | "Nov 25, 2012",,,,,-0.032,, 993 | "Jan 1, 2013",,,,,-0.035,, 994 | "Jan 14, 2013",-0.009,,,,-0.038,, 995 | "Feb 6, 2013",,,,,-0.042,, 996 | "Feb 15, 2013",-0.031,,,,-0.043,, 997 | "Mar 3, 2013",-0.038,,,,-0.046,, 998 | "Mar 15, 2013",,,,,-0.047,, 999 | "Mar 19, 2013",,,,,-0.047,, 1000 | "Mar 28, 2013",-0.05,,,,-0.047,, 1001 | "Apr 2, 2013",-0.054,,,,-0.048,, 1002 | "Apr 12, 2013",,,,,-0.047,, 1003 | "Apr 20, 2013",,,,,-0.047,, 1004 | "Apr 28, 2013",,,,,-0.046,, 1005 | "May 6, 2013",-0.031,,,,-0.045,, 1006 | "May 14, 2013",-0.044,,,,-0.044,, 1007 | "May 22, 2013",,,,,-0.042,, 1008 | "May 27, 2013",,,,,-0.042,, 1009 | "May 30, 2013",,,,,-0.041,, 1010 | "Jun 15, 2013",,,,,-0.038,, 1011 | "Jun 23, 2013",,,,,-0.037,, 1012 | "Jul 1, 2013",,,,,-0.036,, 1013 | "Jul 2, 2013",,,,,-0.035,, 1014 | "Jul 9, 2013",,,,,-0.034,, 1015 | "Jul 17, 2013",-0.025,,,,-0.033,, 1016 | "Jul 25, 2013",,,,,-0.033,, 1017 | "Aug 2, 2013",,,,,-0.032,, 1018 | "Aug 8, 2013",,,,,-0.032,, 1019 | "Aug 10, 2013",,,,,-0.031,, 1020 | "Aug 18, 2013",-0.221,,,,-0.031,, 1021 | "Aug 26, 2013",-0.027,,,,-0.031,, 1022 | "Sep 3, 2013",-0.022,,,,-0.031,, 1023 | "Sep 11, 2013",,,,,-0.03,, 1024 | "Sep 13, 2013",,,,,-0.03,, 1025 | "Sep 19, 2013",-0.024,,,,-0.03,, 1026 | "Sep 27, 2013",-0.023,,,,-0.03,, 1027 | "Oct 5, 2013",-0.025,,,,-0.03,, 1028 | "Oct 20, 2013",,,,,-0.03,, 1029 | "Oct 21, 2013",,,,,-0.03,, 1030 | "Oct 29, 2013",,,,,-0.031,, 1031 | "Nov 6, 2013",,,,,-0.031,, 1032 | "Nov 14, 2013",,,,,-0.031,, 1033 | "Nov 22, 2013",,,,,-0.031,, 1034 | "Nov 25, 2013",,,,,-0.031,, 1035 | "Nov 30, 2013",,,,,-0.032,, 1036 | "Dec 16, 2013",,,,,-0.033,, 1037 | "Dec 24, 2013",,,,,-0.034,, 1038 | "Jan 1, 2014",,,,,-0.035,, 1039 | "Jan 9, 2014",,,,,-0.037,, 1040 | "Jan 17, 2014",-0.028,,,,-0.038,, 1041 | "Jan 25, 2014",-0.075,,,,-0.039,, 1042 | "Feb 2, 2014",,,,,-0.041,, 1043 | "Feb 6, 2014",,,,,-0.041,, 1044 | "Feb 10, 2014",,,,,-0.042,, 1045 | "Feb 18, 2014",-0.049,,,,-0.044,, 1046 | "Mar 14, 2014",-0.056,,,,-0.047,, 1047 | "Mar 15, 2014",,,,,-0.047,, 1048 | "Mar 22, 2014",,,,,-0.047,, 1049 | "Mar 30, 2014",,,,,-0.047,, 1050 | "Apr 20, 2014",,,,,-0.047,, 1051 | "Apr 23, 2014",,,,,-0.046,, 1052 | "May 1, 2014",,,,,-0.045,, 1053 | "May 9, 2014",,,,,-0.044,, 1054 | "May 17, 2014",-0.05,,,,-0.043,, 1055 | "May 25, 2014",,,,,-0.042,, 1056 | "May 27, 2014",,,,,-0.041,, 1057 | "Jun 2, 2014",,,,,-0.04,, 1058 | "Jun 10, 2014",,,,,-0.039,, 1059 | "Jun 18, 2014",-0.045,,,,-0.037,, 1060 | "Jun 26, 2014",-0.04,,,,-0.036,, 1061 | "Jul 2, 2014",,,,,-0.035,, 1062 | "Jul 4, 2014",-0.042,,,,-0.035,, 1063 | "Jul 12, 2014",,,,,-0.034,, 1064 | "Jul 20, 2014",,,,,-0.033,, 1065 | "Jul 28, 2014",,,,,-0.032,, 1066 | "Aug 5, 2014",,,,,-0.032,, 1067 | "Aug 8, 2014",,,,,-0.031,, 1068 | "Aug 13, 2014",,,,,-0.031,, 1069 | "Aug 21, 2014",-0.036,,,,-0.031,, 1070 | "Aug 29, 2014",-0.032,,,,-0.03,, 1071 | "Sep 6, 2014",,,,,-0.03,, 1072 | "Sep 13, 2014",,,,,-0.03,, 1073 | "Sep 22, 2014",,,,,-0.03,, 1074 | "Sep 30, 2014",-0.027,,,,-0.03,, 1075 | "Oct 8, 2014",-0.03,,,,-0.03,, 1076 | 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