Data analysis

Mathematics

Boston University

Question Description

Using R or matlab to do the following

Step 1: apply PCA to determine the number of latent factors using the macro indicators.

Step 2: estimate a hidden Markov model and find the optimal number of regimes (states).

Unformatted Attachment Preview

Frequency M Name US CPI - ALL URBAN: US INDUSTRIAL ALL ITEMS US PRODUCTION INTERBANK SADJ US ISM RATE - TOTAL PURCHASING - 3US MONTH INDEX MONEY VOLA (LONDON) MANAGERS US SUPPLY NEWM2 PRIVATE (MONTH INDEX US CURA TREASURY (MFG HOUSING AVG)US SURVEY) NADJ BILL COMMERCIAL UNITS RATE SADJ STARTED - 3 MONTH BANK (AR) ASSE (EP) VO Code USCONPRCE USIPTOT.G USINTER3 USCNFBUSQUSM2....B USHOUSE.OUSGBILL3 USBANKLPB 12/15/1980 86.4 52.7685 19.595 53 1599.8 1482 14.11 913.7622 1/15/1981 87.2 52.4668 18.263 49.2 1606.9 1547 14.78 918.8727 2/15/1981 88 52.226 17.335 48.8 1618.7 1246 14.37 922.551 3/15/1981 88.6 52.5025 14.838 49.6 1636.6 1306 12.45 925.5523 4/15/1981 89.1 52.2691 15.966 51.6 1659.2 1360 14.36 932.7058 5/15/1981 89.7 52.5803 19.131 53.5 1664.2 1140 15.92 944.814 6/15/1981 90.5 52.8284 18.011 50.7 1670.3 1045 14.12 952.2848 7/15/1981 91.5 53.1751 18.631 46.7 1681.9 1041 15.23 958.6031 8/15/1981 92.2 53.1679 18.911 48.3 1694.3 940 15.58 966.1029 9/15/1981 93.1 52.8514 17.96 42.5 1706 911 14.1 972.0761 10/15/1981 93.4 52.4949 16.509 40 1721.8 873 13.05 976.7841 11/15/1981 93.8 51.894 13.465 36.1 1736.1 837 10.2 983.6278 12/15/1981 94.1 51.3274 13.408 37.8 1755.5 910 11.64 978.5324 1/15/1982 94.4 50.3043 16.028 38.2 1770.4 843 12.77 984.5318 2/15/1982 94.7 51.3016 15.938 38.3 1774.5 866 12.16 995.7136 3/15/1982 94.7 50.9104 15.063 36.8 1786.5 931 13.44 1002.497 4/15/1982 95 50.4627 15.288 37.8 1803.9 917 12.36 1012.502 5/15/1982 95.9 50.138 14.66 35.5 1815.4 1025 11.54 1020.764 6/15/1982 97 49.9692 15.605 38.3 1826 902 12.75 1027.282 7/15/1982 97.5 49.8138 14.514 38.4 1831.5 1166 10.25 1032.374 8/15/1982 97.7 49.3773 11.708 38.3 1845.2 1046 8.42 1036.8 9/15/1982 97.7 49.226 11.908 38.8 1858.4 1144 7.56 1042.781 10/15/1982 98.1 48.7874 10.568 39.4 1869.7 1173 7.86 1049.008 11/15/1982 98 48.592 8.537 39.2 1883.7 1372 8.18 1047.578 12/15/1982 97.7 48.2424 9.628 42.8 1905.9 1303 7.9 1048.68 1/15/1983 97.9 49.1762 9.068 46 1959.4 1586 8.1 1053.914 2/15/1983 98 48.8688 9.75 54.4 1996.8 1699 7.88 1055.695 3/15/1983 98.1 49.2654 9.383 53.9 2015.2 1606 8.61 1061.002 4/15/1983 98.8 49.8675 9.326 54.2 2028.6 1472 8.07 1064.178 5/15/1983 99.2 50.2084 9.088 56.1 2043.1 1776 8.56 1068.076 6/15/1983 99.4 50.5089 9.807 57.5 2053.5 1733 8.84 1075.898 7/15/1983 99.8 51.2733 10.128 63.6 2064.8 1785 9.25 1085.75 8/15/1983 100.1 51.8454 10.406 63.1 2074 1910 9.28 1097.06 9/15/1983 100.4 52.6303 9.946 62.5 2083.2 1710 8.75 1103.884 10/15/1983 100.8 53.0679 9.664 64.4 2099.2 1715 8.46 1115.055 11/15/1983 101.1 53.2534 9.903 66 2112.3 1785 8.47 1127.076 12/15/1983 101.4 53.5343 10.203 69.9 2123.5 1688 8.95 1135.538 1/15/1984 102.1 54.6008 9.89 60.5 2138.2 1897 8.88 1141.475 2/15/1984 102.6 54.835 10.509 61.3 2158.2 2260 9.13 1160.923 3/15/1984 102.9 55.1052 10.514 58.9 2175.2 1663 9.7 1172.423 4/15/1984 103.3 55.4514 10.947 61 2191.7 1851 9.72 1188.981 5/15/1984 103.5 55.7141 11.663 58.6 2204.1 1774 9.74 1206.301 6/15/1984 103.7 55.9085 11.861 58.1 2215.1 1843 9.9 1220.006 7/15/1984 104.1 56.0842 12.134 56.1 2223.5 1732 10.4 1233.599 8/15/1984 9/15/1984 10/15/1984 11/15/1984 12/15/1984 1/15/1985 2/15/1985 3/15/1985 4/15/1985 5/15/1985 6/15/1985 7/15/1985 8/15/1985 9/15/1985 10/15/1985 11/15/1985 12/15/1985 1/15/1986 2/15/1986 3/15/1986 4/15/1986 5/15/1986 6/15/1986 7/15/1986 8/15/1986 9/15/1986 10/15/1986 11/15/1986 12/15/1986 1/15/1987 2/15/1987 3/15/1987 4/15/1987 5/15/1987 6/15/1987 7/15/1987 8/15/1987 9/15/1987 10/15/1987 11/15/1987 12/15/1987 1/15/1988 2/15/1988 3/15/1988 4/15/1988 5/15/1988 6/15/1988 104.4 104.7 105.1 105.3 105.5 105.7 106.3 106.8 107 107.2 107.5 107.7 107.9 108.1 108.5 109 109.5 109.9 109.7 109.1 108.7 109 109.4 109.5 109.6 110 110.2 110.4 110.8 111.4 111.8 112.2 112.7 113 113.5 113.8 114.3 114.7 115 115.4 115.6 116 116.2 116.5 117.2 117.5 118 56.1376 56.0382 55.9459 56.1667 56.2296 56.1398 56.3323 56.4232 56.2693 56.3488 56.3901 56.0234 56.2555 56.4983 56.2648 56.4549 57.0458 57.3104 56.9344 56.542 56.5599 56.6823 56.4976 56.814 56.7381 56.8532 57.1191 57.3792 57.8623 57.685 58.4399 58.516 58.8851 59.2653 59.5409 59.9536 60.4517 60.6069 61.491 61.8137 62.119 62.1469 62.4169 62.5418 62.8959 62.8223 62.9823 11.926 11.787 10.891 10.051 9.099 8.497 9.175 9.42 8.822 8.235 7.716 8.027 8.143 8.259 8.209 8.131 8.113 8.145 8.0156 7.5729 6.9361 6.9953 7.064 6.669 6.1969 5.9972 5.9993 6.0859 6.3824 6.2165 6.4453 6.4943 6.8695 7.3563 7.2386 6.9925 7.0406 7.6321 8.4176 7.5327 7.9744 7.2281 6.8415 6.8573 7.199 7.5156 7.7358 53 50 50.8 50.3 50.6 50.3 49.9 47.8 48.2 47.1 47.8 47.9 47.7 49.9 50.9 52 50.7 51.2 51 51 49.7 53.4 50.5 48 52.6 52.4 51.2 51.2 50.5 54.9 52.6 55 55.5 57.2 57.4 57.5 59.3 60 60.7 58.8 61 57.5 56.2 54.6 55.8 55.5 59.3 2230.4 2244.4 2258.9 2281.4 2306.4 2332.4 2354.1 2366.2 2375.4 2389.5 2412.6 2429.5 2444 2456.4 2468 2477.8 2492.1 2502.1 2512.9 2533.1 2557.8 2584.8 2605 2626.6 2646.5 2667.8 2687.4 2701.3 2728 2743.9 2747.5 2753.7 2767.7 2772.9 2774.6 2779 2788.2 2799.5 2814.8 2818.9 2826.4 2847.4 2870.4 2890.7 2910.7 2926 2938.4 1586 1698 1590 1689 1612 1711 1632 1800 1821 1680 1676 1684 1743 1676 1834 1698 1942 1972 1848 1876 1933 1854 1847 1782 1807 1687 1681 1623 1833 1774 1784 1726 1614 1628 1594 1575 1605 1695 1515 1656 1400 1271 1473 1532 1573 1421 1478 10.71 10.22 8.99 8.42 7.84 8.02 8.46 8.15 7.83 7.17 6.83 7.25 7.37 7.26 7.41 7.39 7.26 7.16 7.24 6.54 6.27 6.28 6.12 5.96 5.32 5.33 5.34 5.53 5.84 5.74 5.6 5.79 5.66 5.81 5.89 6.06 6.48 6.81 5.18 5.39 5.85 5.81 5.78 5.89 6.17 6.62 6.75 1242.761 1253.791 1266.27 1280.895 1294.655 1302.489 1314.695 1325.955 1327.586 1339.671 1351.259 1363.432 1373.051 1385.458 1389.932 1405.935 1417.989 1429.571 1434.274 1450.209 1458.566 1464.964 1472.537 1484.788 1495.874 1505.369 1508.358 1525.917 1555.811 1574.568 1575.746 1585.722 1604.199 1609.132 1615.387 1619.448 1628.26 1647.996 1661.242 1663.197 1673.288 1685.437 1694.374 1707.528 1722.732 1739.45 1753.571 7/15/1988 8/15/1988 9/15/1988 10/15/1988 11/15/1988 12/15/1988 1/15/1989 2/15/1989 3/15/1989 4/15/1989 5/15/1989 6/15/1989 7/15/1989 8/15/1989 9/15/1989 10/15/1989 11/15/1989 12/15/1989 1/15/1990 2/15/1990 3/15/1990 4/15/1990 5/15/1990 6/15/1990 7/15/1990 8/15/1990 9/15/1990 10/15/1990 11/15/1990 12/15/1990 1/15/1991 2/15/1991 3/15/1991 4/15/1991 5/15/1991 6/15/1991 7/15/1991 8/15/1991 9/15/1991 10/15/1991 11/15/1991 12/15/1991 1/15/1992 2/15/1992 3/15/1992 4/15/1992 5/15/1992 118.5 119 119.5 119.9 120.3 120.7 121.2 121.6 122.2 123.1 123.7 124.1 124.5 124.5 124.8 125.4 125.9 126.3 127.5 128 128.6 128.9 129.1 129.9 130.5 131.6 132.5 133.4 133.7 134.2 134.7 134.8 134.8 135.1 135.6 136 136.2 136.6 137 137.2 137.8 138.2 138.3 138.6 139.1 139.4 139.7 63.0093 63.2723 63.099 63.4122 63.5128 63.8233 64.0153 63.7242 63.8691 63.9124 63.4884 63.5187 62.9354 63.5168 63.2954 63.2542 63.4616 63.8467 63.4228 64.0446 64.358 64.2602 64.3973 64.6041 64.5205 64.7326 64.8145 64.3274 63.5753 63.1594 62.8852 62.4462 62.119 62.2415 62.8646 63.4372 63.5128 63.5671 64.133 64.0213 63.948 63.6937 63.3374 63.7911 64.3212 64.8088 65.0202 8.1979 8.5888 8.424 8.6287 9.0227 9.4156 9.4018 9.7375 10.2976 10.1711 9.7686 9.397 8.9732 8.8315 8.9732 8.7955 8.5455 8.5099 8.3494 8.3656 8.4915 8.5699 8.4754 8.3519 8.2209 8.0909 8.1875 8.1692 8.1648 7.9219 7.3374 6.7125 6.5688 6.2232 6.0595 6.2063 6.1386 5.7708 5.619 5.4701 5.0714 4.6063 4.1815 4.175 4.386 4.1703 3.9601 58.2 56 54.5 55.4 55.6 56 54.7 54.1 51.5 52.2 49.3 47.3 45.9 45.1 46 46.8 46.8 47.4 47.2 49.1 49.9 50 49.5 49.2 46.6 46.1 44.5 43.2 41.3 40.8 39.2 39.4 40.7 42.8 44.5 50.3 50.6 52.9 54.9 53.1 49.5 46.8 47.3 52.7 54.6 52.6 55.7 2947.2 2952 2956.9 2965.3 2980.2 2988.2 2991.7 2992.2 2999.7 3006 3011.6 3027.9 3052.4 3074.4 3092.5 3114.1 3133.3 3152.5 3166.8 3179.2 3190.1 3201.6 3200.6 3213.7 3224.5 3242 3254.6 3259.3 3262.6 3271.8 3287.7 3304.5 3321.9 3332.4 3343 3351.9 3356.1 3355 3354.9 3360.1 3365.5 3372.2 3381.2 3400 3403.9 3399.7 3398.6 1467 1493 1492 1522 1569 1563 1621 1425 1422 1339 1331 1397 1427 1332 1279 1410 1351 1251 1551 1437 1289 1248 1212 1177 1171 1115 1110 1014 1145 969 798 965 921 1001 996 1036 1063 1049 1015 1079 1103 1079 1176 1250 1297 1099 1214 7.17 7.54 7.49 7.61 8.09 8.39 8.68 9.02 9.2 8.7 8.93 8.26 8.05 8.17 8.14 8.04 7.85 7.85 8 8.05 8.05 8.05 8.01 8 7.73 7.62 7.37 7.36 7.25 6.63 6.38 6.2 5.91 5.7 5.68 5.69 5.69 5.48 5.26 4.95 4.47 3.95 3.94 4.02 4.15 3.79 3.8 1769.4 1778.91 1785.525 1797.438 1809.806 1818.45 1827.273 1847.66 1853.255 1869.044 1883.875 1894.832 1915.968 1931.905 1944.265 1956.042 1963.306 1967.998 1973.819 1982.825 1990.59 1999.509 2007.356 2015.94 2019.975 2028.569 2031.541 2039.435 2043.38 2052.896 2047.194 2052.422 2057.152 2055.716 2053.919 2052.862 2043.817 2036.268 2036.206 2037.59 2039.367 2043.32 2042.036 2038.993 2038.775 2039.75 2036.149 6/15/1992 7/15/1992 8/15/1992 9/15/1992 10/15/1992 11/15/1992 12/15/1992 1/15/1993 2/15/1993 3/15/1993 4/15/1993 5/15/1993 6/15/1993 7/15/1993 8/15/1993 9/15/1993 10/15/1993 11/15/1993 12/15/1993 1/15/1994 2/15/1994 3/15/1994 4/15/1994 5/15/1994 6/15/1994 7/15/1994 8/15/1994 9/15/1994 10/15/1994 11/15/1994 12/15/1994 1/15/1995 2/15/1995 3/15/1995 4/15/1995 5/15/1995 6/15/1995 7/15/1995 8/15/1995 9/15/1995 10/15/1995 11/15/1995 12/15/1995 1/15/1996 2/15/1996 3/15/1996 4/15/1996 140.1 140.5 140.8 141.1 141.7 142.1 142.3 142.8 143.1 143.3 143.8 144.2 144.3 144.5 144.8 145 145.6 146 146.3 146.3 146.7 147.1 147.2 147.5 147.9 148.4 149 149.3 149.4 149.8 150.1 150.5 150.9 151.2 151.8 152.1 152.4 152.6 152.9 153.1 153.5 153.7 153.9 154.7 155 155.5 156.1 65.0295 65.6172 65.2943 65.446 65.9369 66.2174 66.2772 66.5643 66.8594 66.7658 67 66.7674 66.8781 67.0845 67.014 67.3345 67.8515 68.1326 68.5054 68.7648 68.7836 69.4766 69.8703 70.2281 70.6763 70.7846 71.2053 71.4767 72.082 72.5263 73.2879 73.4219 73.3025 73.4081 73.3612 73.6104 73.8602 73.5664 74.495 74.7937 74.7017 74.8897 75.1755 74.6841 75.8344 75.7631 76.4562 3.9943 3.517 3.4507 3.2837 3.4371 3.7961 3.6369 3.3469 3.2387 3.2401 3.2266 3.2434 3.3377 3.294 3.2619 3.2102 3.3869 3.4886 3.3735 3.2719 3.5531 3.8774 4.1316 4.65 4.6371 4.8583 4.9183 5.1278 5.6224 5.881 6.3844 6.3374 6.2623 6.2687 6.2361 6.125 6.0059 5.8979 5.9022 5.8642 5.9375 5.8775 5.7652 5.5428 5.2751 5.3942 5.4942 53.6 53.9 53.4 49.7 50.3 53.6 54.2 55.8 55.2 53.5 50.2 51.2 49.6 50.2 50.7 50.8 53.4 53.8 55.6 56 56.5 56.9 57.4 58.2 58.8 58.5 58 59 59.4 59.2 56.1 57.4 55.1 52.1 51.5 46.7 45.9 50.7 47.1 48.1 46.7 45.9 46.2 45.5 45.9 46.9 49.3 3393.4 3393.9 3398.8 3410.3 3423.8 3426.5 3424.7 3419.1 3414.5 3411.7 3411.3 3436.9 3442.4 3442 3445.7 3452.2 3456.7 3470.1 3474.5 3474.9 3475.7 3480.1 3481.3 3490.8 3479.5 3488.2 3485.7 3486.1 3484.3 3487.2 3486.4 3492.4 3489.9 3491.1 3499.2 3524.2 3548.9 3567.4 3589 3602.1 3613.4 3619.9 3629.5 3647.9 3661.8 3687 3697.8 1145 1139 1226 1186 1244 1214 1227 1210 1210 1083 1258 1260 1280 1254 1300 1343 1392 1376 1533 1272 1337 1564 1465 1526 1409 1439 1450 1474 1450 1511 1455 1407 1316 1249 1267 1314 1281 1461 1416 1369 1369 1452 1431 1467 1491 1424 1516 3.65 3.25 3.23 2.74 3.02 3.34 3.15 2.97 3 2.96 2.95 3.13 3.1 3.11 3.08 2.98 3.09 3.14 3.01 3.03 3.44 3.57 3.96 4.28 4.23 4.37 4.68 4.79 5.16 5.74 5.7 6 5.94 5.88 5.88 5.83 5.66 5.58 5.45 5.42 5.51 5.53 5.08 5.05 5.01 5.15 5.15 2031.329 2026.756 2024.757 2031.58 2030.969 2031.711 2035.433 2035.602 2035.741 2035.15 2035.009 2049.307 2058.473 2064.318 2071.252 2074.79 2080.957 2089.81 2100.667 2107.078 2113.774 2128.426 2140.106 2149.469 2160.678 2185.002 2204.119 2219.242 2241.644 2260.275 2283.564 2309.962 2331.372 2351.027 2369.53 2393.746 2413.806 2440.772 2455.943 2471.438 2476.3 2492.259 2507.826 2526.773 2533.48 2545.606 2564.105 5/15/1996 6/15/1996 7/15/1996 8/15/1996 9/15/1996 10/15/1996 11/15/1996 12/15/1996 1/15/1997 2/15/1997 3/15/1997 4/15/1997 5/15/1997 6/15/1997 7/15/1997 8/15/1997 9/15/1997 10/15/1997 11/15/1997 12/15/1997 1/15/1998 2/15/1998 3/15/1998 4/15/1998 5/15/1998 6/15/1998 7/15/1998 8/15/1998 9/15/1998 10/15/1998 11/15/1998 12/15/1998 1/15/1999 2/15/1999 3/15/1999 4/15/1999 5/15/1999 6/15/1999 7/15/1999 8/15/1999 9/15/1999 10/15/1999 11/15/1999 12/15/1999 1/15/2000 2/15/2000 3/15/2000 156.4 156.7 157 157.2 157.7 158.2 158.7 159.1 159.4 159.7 159.8 159.9 159.9 160.2 160.4 160.8 161.2 161.5 161.7 161.8 162 162 162 162.2 162.6 162.8 163.2 163.4 163.5 163.9 164.1 164.4 164.7 164.7 164.8 165.9 166 166 166.7 167.1 167.8 168.1 168.4 168.8 169.3 170 171 77.0161 77.6669 77.5662 78.016 78.5532 78.5065 79.1996 79.7143 79.8273 80.793 81.334 81.3531 81.8293 82.2285 82.8557 83.7214 84.4651 85.1918 85.9397 86.2047 86.6474 86.7612 86.8198 87.1411 87.6952 87.145 86.8423 88.6247 88.4515 89.1677 89.1098 89.4407 89.8594 90.3386 90.4819 90.7274 91.352 91.1994 91.7766 92.1629 91.774 92.9979 93.4371 94.1593 94.1758 94.4557 94.798 5.4967 5.5697 5.6403 5.5273 5.6177 5.5459 5.5 5.5518 5.5653 5.5102 5.6246 5.8301 5.8191 5.7902 5.7451 5.7254 5.7239 5.7665 5.8406 5.9068 5.6496 5.6336 5.688 5.6893 5.6922 5.6895 5.6889 5.6844 5.4826 5.2731 5.3232 5.2276 5.0041 4.996 5.0052 4.9983 5.0241 5.1788 5.3095 5.4499 5.5656 6.1823 6.1025 6.1266 6.0392 6.0998 6.197 49.1 53.6 49.7 51.6 51.1 50.5 53 55.2 53.8 53.1 53.8 53.7 56.1 54.9 57.7 56.3 53.9 56.4 55.7 54.5 53.8 52.9 52.9 52.2 50.9 48.9 49.2 49.3 48.7 48.7 48.2 46.8 50.6 51.7 52.4 52.3 54.3 55.8 53.6 54.8 57 57.2 58.1 57.8 56.7 55.8 54.9 3709.6 3722.5 3737.2 3744.1 3753.5 3770.9 3790 3810.4 3824.6 3836.3 3851.2 3867.2 3879.1 3895.8 3913.8 3947.3 3963 3982.1 4004.6 4022.8 4046.1 4078.8 4104.3 4130.1 4154 4173.8 4193.5 4218.5 4257.4 4297.5 4336.1 4365 4392.4 4415.2 4422 4450.6 4474.9 4496.7 4523.9 4541.2 4557.2 4580.9 4599.9 4627.4 4655.7 4669 4699.8 1504 1467 1472 1557 1475 1392 1489 1370 1355 1486 1457 1492 1442 1494 1437 1390 1546 1520 1510 1566 1525 1584 1567 1540 1536 1641 1698 1614 1582 1715 1660 1792 1748 1670 1710 1553 1611 1559 1669 1648 1635 1608 1648 1708 1636 1737 1604 5.17 5.16 5.32 5.29 5.04 5.15 5.13 5.15 5.15 5.22 5.34 5.24 4.95 5.17 5.24 5.23 5.11 5.2 5.23 5.35 5.18 5.33 5.16 4.98 5.02 5.1 5.08 4.89 4.36 4.33 4.54 4.47 4.47 4.7 4.5 4.55 4.66 4.78 4.75 4.93 4.86 5.13 5.32 5.22 5.68 5.8 5.88 2568.012 2583.283 2588.348 2602.112 2625.463 2654.444 2671.454 2694.315 2712.103 2726.228 2745.645 2770.924 2798.454 2819.1 2835.303 2851.576 2865.137 2872.684 2886.508 2899.915 2918.232 2939.916 2964.373 2984.211 2993.291 3014.553 3023.859 3049.632 3070.519 3102.201 3136.362 3142.609 3149.282 3146.404 3161.35 3175.819 3182.054 3203.443 3213.026 3229.847 3255.31 3279.574 3321.321 3359.539 3391.327 3421.379 3460.887 4/15/2000 5/15/2000 6/15/2000 7/15/2000 8/15/2000 9/15/2000 10/15/2000 11/15/2000 12/15/2000 1/15/2001 2/15/2001 3/15/2001 4/15/2001 5/15/2001 6/15/2001 7/15/2001 8/15/2001 9/15/2001 10/15/2001 11/15/2001 12/15/2001 1/15/2002 2/15/2002 3/15/2002 4/15/2002 5/15/2002 6/15/2002 7/15/2002 8/15/2002 9/15/2002 10/15/2002 11/15/2002 12/15/2002 1/15/2003 2/15/2003 3/15/2003 4/15/2003 5/15/2003 6/15/2003 7/15/2003 8/15/2003 9/15/2003 10/15/2003 11/15/2003 12/15/2003 1/15/2004 2/15/2004 170.9 171.2 172.2 172.7 172.7 173.6 173.9 174.2 174.6 175.6 176 176.1 176.4 177.3 177.7 177.4 177.4 178.1 177.6 177.5 177.4 177.7 178 178.5 179.3 179.5 179.6 180 180.5 180.8 181.2 181.5 181.8 182.6 183.6 183.9 183.2 182.9 183.1 183.7 184.5 185.1 184.9 185 185.5 186.3 186.7 95.4808 95.6435 95.7353 95.5906 95.3112 95.679 95.397 95.4229 95.1573 94.5448 93.9398 93.7201 93.4469 92.876 92.3208 91.7933 91.6795 91.3289 90.9315 90.486 90.5073 91.0794 91.0553 91.798 92.1771 92.5668 93.4476 93.2237 93.2359 93.3654 93.0834 93.5693 93.1103 93.8198 93.9532 93.7358 93.0657 93.0918 93.2476 93.6582 93.5246 94.0751 94.2079 94.9338 94.8662 95.1085 95.6847 6.3119 6.7557 6.7901 6.7319 6.6914 6.6742 6.7784 6.7517 6.5451 5.6982 5.3482 4.964 4.6139 4.1037 3.8341 3.7511 3.566 3.0346 2.4001 2.103 1.9243 1.8206 1.9032 1.9879 1.967 1.9045 1.8776 1.8485 1.7749 1.8046 1.7845 1.4559 1.4073 1.3661 1.3433 1.2862 1.3005 1.2845 1.1225 1.1095 1.1348 1.1425 1.1584 1.1723 1.1703 1.1282 1.1241 54.7 53.2 51.4 52.5 49.9 49.7 48.7 48.5 43.9 42.3 42.1 43.1 42.7 41.3 43.2 43.5 46.3 46.2 40.8 44.1 45.3 47.5 50.7 52.4 52.4 53.1 53.6 50.2 50.3 50.5 49 48.5 51.6 51.3 48.8 46.3 46.1 49 49 51 53.2 52.4 55.2 58.4 60.1 60.8 59.9 4755.6 4743.1 4760.9 4778.4 4806.6 4842.2 4858.2 4869 4913.7 4964.3 5002.6 5060.4 5124.4 5121.1 5161.3 5191.3 5225.2 5336.3 5324.9 5368.5 5421.6 5442 5471.4 5483.4 5483.5 5509.4 5534.3 5576.9 5619.4 5643.7 5688.3 5738.4 5759.7 5792.3 5828.5 5849.3 5886.5 5946.6 5983.3 6030 6088.2 6060.1 6050.9 6056.1 6054.2 6062.7 6101.6 1626 1575 1559 1463 1541 1507 1549 1551 1532 1600 1625 1590 1649 1605 1636 1670 1567 1562 1540 1602 1568 1698 1829 1642 1592 1764 1717 1655 1633 1804 1648 1753 1788 1853 1629 1726 1643 1751 1867 1897 1833 1939 1967 2083 2057 1911 1846 5.81 5.64 5.87 6.2 6.3 6.21 6.37 6.21 5.89 4.99 4.84 4.29 3.89 3.55 3.62 3.54 3.37 2.37 2.05 1.78 1.73 1.76 1.77 1.79 1.75 1.73 1.67 1.68 1.64 1.6 1.47 1.23 1.19 1.15 1.18 1.09 1.12 1.08 0.84 0.95 0.96 0.93 0.93 0.91 0.91 0.9 0.93 3497.334 3541.492 3575.352 3599.299 3626.759 3644.242 3652.443 3670.776 3690.206 3708.456 3722.024 3733.797 3748.34 3760.329 3750.196 3739.41 3725.912 3787.711 3743.849 3755.953 3762.735 3743.51 3756.162 3751.562 3753.156 3749.576 3769.38 3780.69 3816.501 3855.706 3907.806 3941.377 3968.266 3977.728 4000.851 4014.569 4045.228 4075.907 4093.938 4129.981 4163.368 4161.731 4120.608 4126.254 4167.684 4200.29 4231.777 3/15/2004 4/15/2004 5/15/2004 6/15/2004 7/15/2004 8/15/2004 9/15/2004 10/15/2004 11/15/2004 12/15/2004 1/15/2005 2/15/2005 3/15/2005 4/15/2005 5/15/2005 6/15/2005 7/15/2005 8/15/2005 9/15/2005 10/15/2005 11/15/2005 12/15/2005 1/15/2006 2/15/2006 3/15/2006 4/15/2006 5/15/2006 6/15/2006 7/15/2006 8/15/2006 9/15/2006 10/15/2006 11/15/2006 12/15/2006 1/15/2007 2/15/2007 3/15/2007 4/15/2007 5/15/2007 6/15/2007 7/15/2007 8/15/2007 9/15/2007 10/15/2007 11/15/2007 12/15/2007 1/15/2008 187.1 187.4 188.2 188.9 189.1 189.2 189.8 190.8 191.7 191.7 191.6 192.4 193.1 193.7 193.6 193.7 194.9 196.1 198.8 199.1 198.1 198.1 199.3 199.4 199.7 200.7 201.3 201.8 202.9 203.8 202.8 201.9 202 203.1 203.437 204.226 205.288 205.904 206.755 207.234 207.603 207.667 208.547 209.19 210.834 211.445 212.174 95.2088 95.6385 96.3966 95.6019 96.3385 96.4095 96.4907 97.4094 97.6137 98.3318 98.7845 99.4639 99.3061 99.4734 99.6033 99.9853 99.6692 99.9435 98.0779 99.3149 100.3216 100.9437 101.0627 101.0669 101.2751 101.6813 101.579 101.9693 101.9319 102.3327 102.1252 102.0668 101.9688 103.0292 102.4933 103.5264 103.7521 104.4814 104.5322 104.5617 104.5227 104.7556 105.1611 104.7171 105.3338 105.3457 105.0619 1.1122 1.1519 1.2533 1.5006 1.628 1.7292 1.9039 2.0825 2.3061 2.4991 2.6668 2.8195 3.0235 3.1533 3.274 3.4263 3.613 3.799 3.9057 4.1674 4.3522 4.491 4.6053 4.7555 4.9203 5.0712 5.1855 5.3848 5.4953 5.4207 5.3837 5.3733 5.3721 5.36 5.36 5.3594 5.3471 5.3548 5.3589 5.36 5.3597 5.4827 5.4939 5.1465 4.9621 4.9794 3.9176 60.6 60.6 61.4 60.5 59.9 58.5 57.4 56.3 56.2 57.2 56.8 55.5 55.2 52.2 50.8 52.4 52.8 52.4 56.8 57.2 56.7 55.1 55 55.8 54.3 55.2 53.7 52 53 53.7 52.2 51.4 50.3 51.4 50.4 54.1 52.8 52.7 53.1 54 51.8 52.2 53.8 52.8 51.5 50.1 50.9 6137.4 6178.4 6255 6257.3 6271 6297.1 6331.7 6359.9 6386.4 6405 6411.2 6419.6 6428.6 6442.6 6459.9 6492.3 6523.9 6556.6 6590.7 6624.7 6641.2 6668 6710.5 6734.8 6749.3 6786.4 6793 6831 6872.5 6903.3 6930.5 6979.5 7014.3 7057.5 7095.5 7111.3 7145.1 7217.4 7231 7264.2 7294.5 7370.9 7389.2 7402.8 7427.8 7458 7491.8 1998 2003 1981 1828 2002 2024 1905 2072 1782 2042 2144 2207 1864 2061 2025 2068 2054 2095 2151 2065 2147 1994 2273 2119 1969 1821 1942 1802 1737 1650 1720 1491 1570 1649 1409 1480 1495 1490 1415 1448 1354 1330 1183 1264 1197 1037 1084 0.93 0.96 1.06 1.3 1.41 1.59 1.68 1.87 2.19 2.18 2.48 2.72 2.73 2.84 2.93 3.06 3.34 3.44 3.47 3.89 3.86 3.99 4.37 4.51 4.52 4.65 4.74 4.87 4.97 4.92 4.77 4.95 4.9 4.89 4.99 5.01 4.9 4.79 4.6 4.68 4.82 3.91 3.72 3.84 3.08 3.29 1.92 4266.261 4322. ...
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