library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.4
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
X6portfolio <- read.csv("data of hw2.csv")
# Split into two halves
half_n <- nrow(X6portfolio) / 2
first_half <- X6portfolio[1:half_n, ]
second_half <- X6portfolio[(half_n + 1):nrow(X6portfolio), ]
# Compute statistics for both halves
summary_stats <- function(data) {
return(data.frame(
Mean = colMeans(data[,-1], na.rm=TRUE),
SD = apply(data[,-1], 2, sd, na.rm=TRUE),
Skewness = apply(data[,-1], 2, function(x) moments::skewness(x, na.rm=TRUE)),
Kurtosis = apply(data[,-1], 2, function(x) moments::kurtosis(x, na.rm=TRUE))
))
}
library(moments) # Required for skewness & kurtosis
stats_first <- summary_stats(first_half)
stats_second <- summary_stats(second_half)
print(stats_first)
## Mean SD Skewness Kurtosis
## SMALL.LoBM 0.9797676 8.211286 1.1852484 12.022978
## ME1.BM2 1.1645060 8.398445 1.6200903 15.900982
## SMALL.HiBM 1.4797768 10.164258 2.3471818 20.526106
## BIG.LoBM 0.7670809 5.706153 0.1649981 9.985251
## ME2.BM2 0.8096833 6.720350 1.7538693 20.724012
## BIG.HiBM 1.1905485 8.894354 1.7614099 17.444886
print(second_half)
## X SMALL.LoBM ME1.BM2 SMALL.HiBM BIG.LoBM ME2.BM2 BIG.HiBM
## 535 197407 -6.7549 -4.2413 -3.0025 -9.3475 -4.4050 -2.7774
## 536 197408 -9.6682 -7.9890 -7.3534 -10.0804 -5.6251 -7.1175
## 537 197409 -11.8584 -7.0475 -7.3104 -13.7822 -6.0879 -7.1654
## 538 197410 14.4237 7.5768 8.0222 21.2435 11.2443 7.8997
## 539 197411 -5.1519 -4.3378 -5.5392 -3.9602 -3.4500 -3.9793
## 540 197412 -7.2362 -5.5575 -7.6693 -3.2920 -0.0288 -2.6375
## 541 197501 24.8048 26.7424 30.6935 10.6122 16.9335 21.2771
## 542 197502 6.6106 3.1851 3.7744 8.1765 2.7866 2.1213
## 543 197503 7.8014 6.8907 8.3362 2.9335 1.5737 7.1633
## 544 197504 6.4775 3.1905 3.1185 5.7650 2.1356 6.8476
## 545 197505 10.3329 6.7922 6.8840 5.6927 5.8711 0.9427
## 546 197506 7.0232 7.4295 6.4170 4.2499 6.3959 7.6177
## 547 197507 -2.9921 -2.3783 -2.5589 -7.4851 -4.0020 -4.5331
## 548 197508 -4.6391 -4.2661 -6.7043 -2.1928 -1.6518 -2.0229
## 549 197509 -4.0116 -3.4173 -3.4014 -3.9917 -2.7235 -3.8172
## 550 197510 1.3529 3.5009 1.9430 6.5434 5.8190 6.5220
## 551 197511 1.2210 2.3795 3.8098 2.9993 3.5505 4.4750
## 552 197512 -1.4989 -0.3889 -0.8743 -1.7778 0.3702 0.9831
## 553 197601 14.9242 18.4667 24.7673 10.8840 14.5428 18.2942
## 554 197602 6.6580 7.2422 12.4205 -1.3254 1.8115 4.6546
## 555 197603 1.3330 1.4410 1.8617 2.9741 2.9470 2.2018
## 556 197604 -1.0072 -0.9816 -1.3187 -1.6210 0.2753 -1.6344
## 557 197605 -0.8109 -2.0504 -3.6025 -0.6358 -1.5722 -0.5715
## 558 197606 3.9466 3.7179 3.8136 4.3724 5.1344 5.9218
## 559 197607 -1.1302 0.6951 0.7167 -1.2322 0.2503 0.3881
## 560 197608 -3.4817 -1.3181 -1.3246 -0.3685 1.1663 -0.9139
## 561 197609 3.5291 2.4595 2.2499 2.2060 3.2014 2.8993
## 562 197610 -2.6845 -1.4952 -2.0667 -2.3694 -1.1884 -3.3552
## 563 197611 3.6512 3.1829 3.9432 -0.6832 2.4594 2.0466
## 564 197612 9.6061 9.4905 10.1071 4.7254 6.6160 8.7706
## 565 197701 0.7210 2.2504 3.0991 -6.3823 -1.6145 -0.2155
## 566 197702 -1.0278 -1.1012 0.0031 -1.8193 -1.5114 -1.9180
## 567 197703 0.2648 0.6752 0.2314 -1.7071 -0.6237 0.4974
## 568 197704 1.1440 1.2642 2.4533 -1.1247 2.0353 4.3186
## 569 197705 -0.7265 0.0597 0.6382 -1.9168 -0.0710 -1.5795
## 570 197706 7.4918 6.2148 6.8343 5.6656 3.7481 4.8443
## 571 197707 0.0847 0.0819 0.5665 -1.5588 -1.0330 -3.1550
## 572 197708 0.6910 -0.8612 -1.5152 0.2495 -3.4331 -2.9398
## 573 197709 1.6105 1.4854 0.5531 -0.7059 1.0380 -0.6902
## 574 197710 -3.8335 -2.2279 -1.5761 -4.4278 -3.7881 -3.1847
## 575 197711 8.3539 7.4641 8.1150 4.0768 3.8351 4.8404
## 576 197712 3.1208 1.4360 1.5802 0.1735 0.8685 1.1438
## 577 197801 -4.6778 -2.8798 -1.1427 -6.4466 -5.6977 -3.2682
## 578 197802 1.6302 2.5679 2.4814 -2.6288 0.3508 -1.8122
## 579 197803 6.4492 6.6431 7.1277 2.2355 3.6135 3.9137
## 580 197804 9.9575 7.5947 7.2061 11.0834 5.5570 6.7563
## 581 197805 7.0761 5.8074 5.8959 1.9154 1.1175 2.0615
## 582 197806 -0.9738 1.1110 0.3601 -1.3715 -1.5437 -1.5694
## 583 197807 7.0202 4.9532 5.7853 6.9962 4.1397 5.9214
## 584 197808 8.2359 8.2832 8.7076 3.5456 4.4412 2.0514
## 585 197809 -1.8909 -0.4368 -0.6268 -2.5719 0.9730 -0.0583
## 586 197810 -23.1152 -18.3500 -18.6611 -9.8736 -9.1170 -11.5666
## 587 197811 8.8022 4.8809 4.3691 2.8781 3.2460 3.0173
## 588 197812 3.0807 1.9491 1.9966 2.7949 0.7342 -0.3788
## 589 197901 8.5569 7.9100 9.6098 3.4154 5.0718 6.7362
## 590 197902 -3.4551 -2.2450 -1.9317 -3.6978 -2.4034 -2.8845
## 591 197903 11.7090 8.5220 8.5269 5.7619 5.6959 7.5245
## 592 197904 1.6374 2.8828 3.3396 0.1217 0.6187 0.6573
## 593 197905 -2.6133 -0.7133 -0.4841 -1.8140 -1.2943 -1.3239
## 594 197906 5.7373 5.9665 6.0916 3.1127 5.5269 5.6467
## 595 197907 1.9209 4.0163 3.2380 0.5951 1.7378 2.9998
## 596 197908 9.0414 7.4290 7.3498 6.8305 5.4674 5.3664
## 597 197909 0.8031 -1.0961 -1.0925 -0.8271 0.9897 -0.7272
## 598 197910 -9.2505 -10.5658 -11.4064 -6.7367 -6.1019 -8.2708
## 599 197911 10.9906 6.9676 6.8114 6.4630 5.6336 4.0643
## 600 197912 8.2142 5.1700 5.1402 3.0248 1.1064 1.8921
## 601 198001 7.9452 7.6548 8.5051 4.9399 6.4312 7.8701
## 602 198002 -0.3848 -2.9527 -2.6726 -3.0630 2.1593 0.4450
## 603 198003 -19.3301 -16.0471 -17.3817 -9.0773 -10.7170 -13.0360
## 604 198004 6.2330 6.4439 5.9533 3.7499 5.5976 6.1397
## 605 198005 8.0731 7.9050 8.0871 5.7433 5.4544 6.4795
## 606 198006 5.2048 4.4065 4.3282 3.0507 3.4963 2.4152
## 607 198007 13.2854 9.5220 7.0754 9.3746 5.3154 2.7700
## 608 198008 8.4868 4.8835 3.6359 2.1162 1.3643 1.7611
## 609 198009 5.2475 2.9382 1.0864 4.0427 3.2641 -0.9699
## 610 198010 5.8507 2.3173 3.0667 1.8142 2.9265 -0.9246
## 611 198011 12.6739 4.3981 2.6728 11.5462 13.3847 4.8858
## 612 198012 -5.3599 -1.7816 -1.2148 -2.1695 -4.6795 -0.7354
## 613 198101 -3.7690 0.7707 2.1140 -5.9060 -5.3719 1.6425
## 614 198102 -0.7145 2.3287 2.7761 2.7916 1.2764 1.3483
## 615 198103 7.6888 7.9732 7.6879 3.9242 3.6089 5.2103
## 616 198104 2.5198 3.5780 3.8073 -2.2007 -2.1678 1.0691
## 617 198105 4.9505 2.9137 1.6988 0.8188 -0.4910 3.2259
## 618 198106 -5.7292 0.7184 1.4230 -3.1640 2.1176 -0.0550
## 619 198107 -2.9082 -2.4291 -1.5787 1.2905 -0.6100 -1.0370
## 620 198108 -9.8846 -6.0119 -4.7176 -6.8246 -5.4665 -2.4762
## 621 198109 -10.2062 -6.5999 -4.9371 -6.4300 -6.0109 -1.3539
## 622 198110 10.6086 6.6738 5.8372 8.0684 3.9254 4.4261
## 623 198111 0.8531 4.9633 4.5630 4.2079 5.0910 4.1649
## 624 198112 -2.4036 -0.8694 -1.4615 -3.1337 -2.7394 -2.4558
## 625 198201 -4.8632 -3.3260 -0.8535 -1.9213 -3.7209 0.4466
## 626 198202 -7.4167 -3.1474 -0.7327 -7.3158 -3.4111 -1.8960
## 627 198203 -2.2742 -0.4510 1.5073 -1.9474 -0.5311 1.8964
## 628 198204 6.3584 5.7347 4.1462 5.7382 3.5294 2.5601
## 629 198205 -3.4446 -2.3238 -0.9464 -3.4853 -2.3037 -2.4807
## 630 198206 -3.5859 -1.6384 -1.3412 -2.5237 -1.1250 -1.7167
## 631 198207 -2.2867 -0.6248 -1.0541 -0.6341 -4.1228 -1.6917
## 632 198208 8.1860 8.9050 8.0868 11.3557 12.8785 13.3486
## 633 198209 2.7648 4.7373 5.2828 1.9731 1.9506 0.0139
## 634 198210 15.8771 13.1747 11.6901 12.8302 11.2070 9.6909
## 635 198211 9.8053 8.5255 9.2090 7.1064 2.4494 3.9592
## 636 198212 1.2810 1.1297 0.7614 1.1325 1.1039 1.6070
## 637 198301 9.5976 5.5675 4.9439 2.7343 3.2803 5.8897
## 638 198302 4.3293 6.6137 7.1598 3.6533 2.4065 2.2234
## 639 198303 2.5762 6.4123 6.1273 2.5155 4.4170 3.0031
## 640 198304 7.9818 7.8369 7.5278 5.6970 9.0128 7.1267
## 641 198305 7.9931 5.4306 5.1013 -0.1600 0.0474 -0.0677
## 642 198306 5.7463 4.3136 2.4488 5.2835 3.6074 0.7795
## 643 198307 -5.8404 0.0074 1.3222 -5.2005 -2.6970 -1.1218
## 644 198308 -4.7929 -2.8201 -0.3019 -1.3140 0.9511 5.2747
## 645 198309 0.2023 2.5052 3.9526 2.5230 1.5132 0.7975
## 646 198310 -8.9359 -4.3566 -2.2239 -3.5906 -0.8627 -0.3673
## 647 198311 4.7353 4.2741 4.3171 2.9241 2.4554 1.9075
## 648 198312 -3.1882 -0.4239 0.2055 -0.7589 -1.1349 -0.6913
## 649 198401 -4.1567 -0.2290 2.0888 -5.3302 0.5847 3.5896
## 650 198402 -6.9650 -5.0064 -3.5449 -4.7770 -4.1422 -1.5333
## 651 198403 0.1461 1.4441 2.2646 1.6286 1.5890 0.4238
## 652 198404 -1.1081 0.0142 -0.0244 0.3973 0.2327 1.7183
## 653 198405 -5.9648 -4.8335 -4.2850 -4.8224 -4.5671 -5.8762
## 654 198406 4.5857 2.1225 1.0123 4.4134 1.5413 2.6706
## 655 198407 -5.4642 -2.9661 -3.3285 -0.9786 -1.7684 -2.3933
## 656 198408 13.4864 10.2552 9.4739 11.1317 11.2996 11.5043
## 657 198409 -2.7498 1.4030 2.2213 -2.3711 -0.4706 3.2127
## 658 198410 -2.2199 -0.2925 -0.0773 0.7342 0.8787 -0.5118
## 659 198411 -4.4941 -0.3537 0.3942 -2.2380 -1.2801 1.0015
## 660 198412 2.1513 1.6676 2.0950 2.6830 2.6883 2.2125
## 661 198501 15.0004 10.0048 8.8293 10.1430 8.1302 5.6178
## 662 198502 2.9567 2.8309 1.7902 1.2977 1.6431 2.2635
## 663 198503 -3.2404 -1.1527 1.3822 -1.3177 -0.6621 2.2078
## 664 198504 -2.0441 0.1227 1.6812 -1.7834 -0.8184 1.9360
## 665 198505 4.2871 4.0680 3.3406 6.1397 7.0411 5.1677
## 666 198506 1.5306 2.5552 2.2948 1.4638 1.9081 1.4631
## 667 198507 2.7130 2.4715 1.1537 0.2217 -0.9461 -1.4620
## 668 198508 -2.0215 0.0854 0.2922 -1.4907 -0.0969 0.8297
## 669 198509 -7.2192 -4.3580 -4.1420 -3.8632 -2.7279 -4.3669
## 670 198510 3.2872 3.7407 3.3782 4.0949 5.3420 5.5001
## 671 198511 7.7856 7.0462 6.3634 9.0429 6.6351 4.7599
## 672 198512 4.8833 4.2109 3.1658 5.7737 3.6032 4.4138
## 673 198601 2.3768 1.5146 2.5401 0.8049 0.4672 1.5308
## 674 198602 7.2854 7.3213 6.9587 8.0072 8.2751 6.8955
## 675 198603 4.1459 5.2527 5.2443 6.2550 5.7855 4.3668
## 676 198604 2.2826 1.0519 0.4498 0.5808 -1.8171 -3.3166
## 677 198605 3.3482 5.3710 3.2911 5.4491 5.5183 5.0823
## 678 198606 -0.0369 0.9053 1.8141 1.8578 1.1262 2.5744
## 679 198607 -10.5776 -8.7108 -5.7929 -7.2455 -5.1365 -2.6320
## 680 198608 2.2430 3.5642 4.4262 4.6183 8.6552 9.4572
## 681 198609 -8.1714 -4.7631 -4.6913 -10.1810 -7.3139 -7.2174
## 682 198610 4.3978 2.8904 1.7426 5.6860 5.3335 5.5064
## 683 198611 0.0342 -0.6002 0.5165 2.1265 2.0508 1.5010
## 684 198612 -3.0719 -3.0289 -1.8485 -2.3810 -3.0977 -2.8754
## 685 198701 12.6452 10.9877 9.2413 13.9515 13.3172 11.0334
## 686 198702 9.5106 6.8593 5.0940 7.4353 3.5305 0.0263
## 687 198703 1.3769 2.8899 3.6630 1.6836 2.2760 2.6132
## 688 198704 -2.6291 -3.0404 -3.6852 -1.7917 -0.9840 -1.5187
## 689 198705 -0.3112 -0.1412 0.8036 1.3297 -0.1646 0.6845
## 690 198706 1.5427 3.2447 3.6080 4.6957 5.3585 4.7076
## 691 198707 2.1631 3.2665 5.2885 5.5219 3.4924 3.7601
## 692 198708 2.8527 3.7500 3.0306 4.7692 4.4239 2.7356
## 693 198709 -2.5508 -1.2682 -1.3923 -1.9644 -2.2825 -2.5734
## 694 198710 -32.4829 -27.8915 -27.8467 -23.2158 -20.3223 -19.3800
## 695 198711 -6.6107 -3.9087 -3.6438 -8.7104 -7.8394 -5.7749
## 696 198712 9.2665 6.9678 4.6334 9.1347 6.4396 4.9150
## 697 198801 2.2141 4.8636 6.3098 2.0283 5.5680 7.9624
## 698 198802 8.5114 7.9694 7.0921 5.4343 4.6765 3.4372
## 699 198803 3.6385 3.9892 3.2186 -3.1280 -3.2442 -1.2442
## 700 198804 1.4367 1.9438 2.5857 -0.6415 2.0661 1.5495
## 701 198805 -3.0097 -1.7772 -0.2763 0.0176 0.6058 2.1245
## 702 198806 7.8072 6.8012 6.2787 4.9039 5.7022 3.9622
## 703 198807 -2.3125 -0.3328 0.2536 -1.6413 -0.2281 0.2409
## 704 198808 -4.1306 -1.7398 -1.4085 -2.9658 -3.0546 -1.3904
## 705 198809 2.6306 3.0843 2.5837 5.1030 3.4937 3.6418
## 706 198810 -2.0141 -0.1446 0.6314 1.5735 2.6636 3.0263
## 707 198811 -3.8315 -2.6187 -2.5909 -1.9520 -1.5482 -0.3700
## 708 198812 4.1019 4.0291 2.8736 2.9015 1.5045 0.7467
## 709 198901 4.2075 4.4080 5.3710 7.0241 6.5824 7.0682
## 710 198902 0.4871 0.8628 1.3553 -2.4817 -1.9259 -1.3377
## 711 198903 2.4678 2.8726 3.4757 2.4731 1.7194 2.6210
## 712 198904 4.6182 4.4569 3.8119 6.1177 4.7227 4.0840
## 713 198905 4.7052 3.6809 3.7753 4.8216 3.5000 3.9835
## 714 198906 -3.1788 -0.7575 -0.0680 -0.9504 -0.4147 0.4305
## 715 198907 4.2672 4.1449 3.3676 10.8754 7.1331 6.2049
## 716 198908 2.7883 2.7404 2.6094 1.0698 2.9529 2.4445
## 717 198909 1.4310 -0.0028 -0.7574 0.4919 -0.9288 0.1494
## 718 198910 -5.0461 -5.7394 -6.3635 -1.3426 -3.8669 -2.2476
## 719 198911 0.7437 0.7299 -0.1227 2.3285 1.7137 1.0186
## 720 198912 0.2150 -0.4629 -0.2315 1.6916 2.4455 2.4613
## 721 199001 -9.2469 -7.7747 -7.8832 -7.6131 -6.2948 -7.2709
## 722 199002 3.1973 2.7071 2.2005 0.3535 2.1549 2.6296
## 723 199003 4.2970 3.9188 2.2333 4.1381 1.4489 0.3616
## 724 199004 -2.7212 -3.1601 -4.3624 -0.9445 -3.4355 -4.4877
## 725 199005 8.4807 6.6357 4.2531 10.8350 8.7192 7.3981
## 726 199006 1.0426 0.4492 0.0000 1.2711 -2.4407 -1.5455
## 727 199007 -4.5341 -3.5288 -4.3317 -1.3989 0.0264 -1.6679
## 728 199008 -14.7389 -12.3678 -11.2747 -9.7878 -7.9240 -9.9623
## 729 199009 -10.1778 -8.3873 -8.3197 -5.7974 -3.7592 -6.3670
## 730 199010 -5.9630 -5.5088 -6.0758 0.4607 -2.0753 0.7665
## 731 199011 8.9656 6.6825 5.0044 7.3860 6.8418 5.1477
## 732 199012 4.2266 3.6738 2.6959 3.7847 2.4811 1.9115
## 733 199101 9.3095 8.3042 7.9073 6.3134 3.2538 4.5144
## 734 199102 11.6821 10.3372 11.3068 7.8957 6.4618 7.1044
## 735 199103 7.8039 5.3003 6.5350 4.1447 1.0879 2.6313
## 736 199104 -0.7145 1.3843 1.6752 -0.2734 0.8382 0.3398
## 737 199105 4.3206 4.7760 2.6841 4.7155 2.9460 5.3121
## 738 199106 -5.2543 -3.1980 -4.1184 -4.8868 -4.3465 -3.7232
## 739 199107 4.3325 3.3879 3.0346 5.4110 4.0532 4.0615
## 740 199108 4.4509 3.0063 4.3470 3.3482 1.8036 1.9010
## 741 199109 1.3208 0.5768 -1.0642 -2.2033 0.0753 -1.9731
## 742 199110 3.0458 2.5907 1.7781 1.5117 1.6334 1.8307
## 743 199111 -4.8677 -3.6850 -5.5897 -2.4929 -4.6013 -5.5511
## 744 199112 10.3864 6.7452 7.4219 14.4732 7.7200 9.0896
## 745 199201 7.4406 7.4819 10.6783 -2.2734 -1.4126 3.9161
## 746 199202 0.7335 2.7555 7.1315 0.3247 0.8210 6.8765
## 747 199203 -6.2280 -1.2417 -0.7799 -2.7662 -1.2534 -1.1011
## 748 199204 -5.4951 -2.4825 -0.9198 0.1232 4.9427 4.2205
## 749 199205 -0.7331 1.0235 2.3897 0.8799 0.4489 0.1317
## 750 199206 -6.1368 -3.2396 -2.7810 -2.4792 -1.0995 0.6397
## 751 199207 2.7042 3.3135 3.7109 4.3501 4.5781 2.2174
## 752 199208 -4.2863 -1.4715 -2.7548 -1.1177 -2.1613 -4.8580
## 753 199209 1.4260 2.4973 1.3745 1.6170 0.9125 1.1576
## 754 199210 4.4956 2.4107 1.9164 2.3858 -0.8402 1.0083
## 755 199211 9.5730 6.5506 6.8812 4.5935 2.5447 4.5942
## 756 199212 2.6060 3.6104 5.0863 0.7039 2.0763 3.4616
## 757 199301 1.1246 4.1558 6.3608 -1.1051 1.5576 5.5310
## 758 199302 -6.4782 -0.0652 0.9461 -2.3187 4.0739 3.0909
## 759 199303 2.0745 2.8251 3.4111 1.7540 3.0636 2.7855
## 760 199304 -3.7479 -2.4871 -2.7049 -5.0586 -0.7399 -1.1277
## 761 199305 6.6181 3.4308 3.1393 4.0372 2.3510 0.6694
## 762 199306 0.5431 0.6606 1.4876 -1.0757 1.1626 3.4698
## 763 199307 -0.4052 1.6046 2.1185 -1.9939 1.2726 1.1740
## 764 199308 3.7756 4.7705 3.4149 3.4854 3.9838 4.1084
## 765 199309 3.3150 2.3534 2.4602 -0.9259 0.6327 -0.6880
## 766 199310 3.9698 1.6410 2.7022 3.2825 -0.0765 -0.9683
## 767 199311 -3.1616 -2.8552 -2.4434 0.0620 -2.6259 -2.1447
## 768 199312 2.7277 3.9524 2.5671 1.4219 1.9158 2.2282
## 769 199401 1.8803 2.9469 4.8889 2.4154 4.5770 1.6973
## 770 199402 -0.9196 0.9023 -1.0985 -1.7641 -3.0804 -4.6720
## 771 199403 -6.2311 -4.7222 -4.3361 -4.6933 -3.9696 -3.3803
## 772 199404 -0.8882 0.7042 1.4197 0.6158 1.7767 1.6366
## 773 199405 -2.7048 -1.0815 0.1619 1.4041 1.5369 -0.1128
## 774 199406 -4.7152 -2.3809 -1.8241 -3.1128 -1.8992 -2.6651
## 775 199407 1.6163 1.1342 2.1612 2.8841 3.9601 3.5012
## 776 199408 7.3985 4.8445 3.9547 5.2259 2.9839 3.6475
## 777 199409 0.6014 -0.2346 -0.0209 -1.4291 -3.0779 -4.5775
## 778 199410 0.4398 -0.0500 -1.5464 2.0112 2.7875 0.7504
## 779 199411 -3.9575 -3.2047 -3.6845 -3.2106 -3.5149 -4.8823
## 780 199412 0.8135 1.5798 1.5471 1.5264 1.2370 0.5245
## 781 199501 -1.0872 -0.3093 0.8998 2.1940 2.4590 5.3437
## 782 199502 3.5045 3.3654 4.2537 3.8868 3.9271 5.2961
## 783 199503 2.9035 1.7243 1.2955 2.9623 3.1772 0.2608
## 784 199504 1.0824 2.8031 3.3218 2.3436 2.8189 3.5196
## 785 199505 0.8409 1.5866 2.9550 3.2689 4.0276 5.7376
## 786 199506 7.7813 4.5341 4.3521 3.4656 1.8442 1.8233
## 787 199507 8.0404 4.7905 4.8239 3.7632 3.9320 3.7455
## 788 199508 2.0488 2.6992 3.9387 0.0326 0.8740 3.7307
## 789 199509 2.4192 2.1131 1.6687 4.5060 3.1103 5.1737
## 790 199510 -5.5169 -5.2771 -3.8152 0.3310 -1.2331 -2.3730
## 791 199511 3.7295 3.3741 3.7025 4.2415 4.5532 5.2829
## 792 199512 2.2051 2.1904 2.2547 0.8634 2.4287 1.2528
## 793 199601 0.0325 0.3393 0.6887 3.1042 2.9451 3.2120
## 794 199602 4.8418 2.3586 2.7796 1.6586 1.3955 1.5535
## 795 199603 2.4736 2.6032 2.6298 0.3329 2.0041 0.8853
## 796 199604 8.5392 5.1675 4.6315 2.5169 1.7542 -1.6189
## 797 199605 6.0161 4.6673 5.3554 3.3798 0.7688 2.3762
## 798 199606 -6.3904 -2.9786 -2.3838 0.1410 -0.6900 0.8302
## 799 199607 -13.7771 -6.8259 -5.4644 -5.6703 -3.7798 -3.6952
## 800 199608 7.0424 4.9914 4.4876 2.1368 3.8478 3.2033
## 801 199609 5.3067 2.4659 3.2759 6.6623 4.0671 3.2607
## 802 199610 -5.2621 -0.2902 0.9932 0.6781 3.7885 4.3024
## 803 199611 1.7531 4.4777 3.9288 7.1535 7.3234 7.7482
## 804 199612 0.5392 2.5949 2.2704 -1.7155 -1.5427 -0.8256
## 805 199701 4.1649 3.2190 2.9067 6.5068 4.7004 4.9195
## 806 199702 -6.4196 -0.7155 1.2125 0.0212 -0.0144 3.7380
## 807 199703 -8.4408 -3.8650 -1.8060 -5.3569 -2.4748 -5.2102
## 808 199704 -3.2057 0.6159 -0.4489 6.4759 3.9495 3.8550
## 809 199705 15.5570 10.2569 8.4213 6.9398 5.9044 5.8204
## 810 199706 3.2911 5.6404 6.9037 4.3459 3.9275 3.8965
## 811 199707 5.0479 5.2140 5.5703 7.7392 8.5850 7.7277
## 812 199708 3.9081 3.3966 3.0223 -5.5037 -3.7395 -2.2565
## 813 199709 8.7194 7.8769 8.2867 5.0326 6.0494 6.2052
## 814 199710 -6.4610 -3.5409 -2.0165 -3.2725 -3.3650 -3.1766
## 815 199711 -3.4450 -1.0360 0.5167 5.1146 2.7105 3.5621
## 816 199712 -2.2526 0.7737 2.3342 1.2184 2.7801 4.3036
## 817 199801 -0.6783 -1.2244 -1.0299 2.5491 -1.9299 -0.3543
## 818 199802 8.5590 7.3417 7.0923 7.0242 8.2254 6.7943
## 819 199803 4.1742 4.9101 4.6827 4.9016 5.1173 7.1641
## 820 199804 0.6953 1.4324 2.1415 0.8618 1.8983 1.2991
## 821 199805 -7.4586 -5.1838 -2.4278 -2.1842 -2.3898 -0.3432
## 822 199806 0.5990 -0.4395 -0.1616 5.5655 1.6572 2.4064
## 823 199807 -7.7919 -7.2965 -7.4253 -0.8400 -2.1666 -4.7627
## 824 199808 -24.3741 -18.2644 -18.8106 -13.6291 -18.6322 -12.1245
## 825 199809 9.1005 5.1464 3.6424 7.8651 3.2743 6.4886
## 826 199810 4.4161 3.7767 3.3328 7.9721 8.3229 4.5867
## 827 199811 9.0066 5.9692 5.4904 7.0561 5.6614 4.0667
## 828 199812 6.7069 3.5678 2.8020 8.2786 2.4758 3.8120
## 829 199901 3.7326 2.0771 1.0679 4.9923 1.1859 -1.5510
## 830 199902 -8.8767 -7.3347 -8.4237 -4.4395 -0.9040 -1.0443
## 831 199903 -0.1892 0.9474 -2.7853 3.9834 4.2758 1.1068
## 832 199904 9.0446 10.6925 9.1712 2.2638 7.8684 7.0474
## 833 199905 1.8174 1.0419 3.7551 -2.4989 -1.1640 0.2561
## 834 199906 6.6420 5.8396 6.4515 6.5464 2.7282 0.3594
## 835 199907 -1.1252 -0.5169 -1.1700 -2.9887 -3.7973 -3.8208
## 836 199908 -2.7649 -3.0498 -3.4268 0.0456 -3.4353 -3.0357
## 837 199909 0.6314 -0.1897 -2.8843 -1.7866 -5.6162 -5.2602
## 838 199910 0.9525 -0.4475 -2.7004 6.6470 7.5254 3.5624
## 839 199911 13.3583 6.4205 4.3349 4.1944 -2.6936 0.9766
## 840 199912 18.3003 9.0252 6.6659 8.3424 1.2492 3.3242
## 841 200001 1.1975 -0.9354 0.3625 -4.8391 -4.0904 -7.7629
## 842 200002 28.0883 15.6498 13.1301 1.2418 -5.4572 -2.9891
## 843 200003 -13.4840 -4.8054 -1.2043 8.6671 10.7953 12.6437
## 844 200004 -14.6459 -5.7927 -4.3476 -4.2256 -0.5153 -0.0027
## 845 200005 -7.4689 -5.3605 -4.9489 -3.4721 0.3541 3.4989
## 846 200006 17.7779 9.2663 8.5776 4.7732 -4.8059 -2.8696
## 847 200007 -7.1352 1.3482 1.8849 -3.0452 3.7998 4.5455
## 848 200008 8.7960 5.1353 6.6710 7.5806 7.9300 6.9300
## 849 200009 -7.2712 -0.5730 -0.4569 -5.9659 1.5545 1.5671
## 850 200010 -8.4071 -1.3294 -1.5683 -2.0153 -0.2313 2.5737
## 851 200011 -16.5288 -4.3038 -2.9313 -10.5537 -3.4093 0.4395
## 852 200012 2.7926 8.7299 8.6265 -0.1828 8.9452 9.2058
## 853 200101 12.6089 5.0389 6.8630 3.4848 1.8940 -0.9000
## 854 200102 -12.4032 -0.6751 0.0022 -11.2013 -0.8604 1.3265
## 855 200103 -7.6214 -0.8824 -1.5864 -8.0352 -1.5624 -1.2367
## 856 200104 10.1832 5.0033 5.0816 8.9573 4.9486 4.7177
## 857 200105 3.8731 4.6138 6.3100 0.4381 2.1237 4.7252
## 858 200106 6.3064 4.6371 3.1503 -2.2317 -1.0819 -1.3252
## 859 200107 -9.3319 -4.5299 -1.0890 -1.7118 -1.1436 0.4601
## 860 200108 -7.4609 -2.6798 -1.4791 -6.9023 -3.8984 -8.2732
## 861 200109 -17.0159 -13.4339 -14.1521 -8.1659 -9.6087 -8.1314
## 862 200110 11.1180 5.4265 4.4857 3.3534 0.5583 -5.3216
## 863 200111 9.0378 7.3094 9.0717 7.8875 6.6540 12.2742
## 864 200112 6.7106 6.8199 6.6890 0.6646 2.9847 2.3635
## 865 200201 -5.1916 0.3734 3.3048 -0.9182 -1.6239 -2.5436
## 866 200202 -8.1298 -1.2577 -1.0152 -2.3962 0.1967 -5.1829
## 867 200203 8.8781 7.6614 9.9117 3.5933 5.5297 4.6840
## 868 200204 -4.0034 2.3893 4.2270 -7.1199 -0.5419 -7.5924
## 869 200205 -6.7104 -3.6309 -2.6494 -1.3862 0.4151 -2.3928
## 870 200206 -7.0903 -3.2247 -2.4015 -7.4377 -5.9293 -12.2215
## 871 200207 -14.9396 -14.5371 -15.3101 -6.4478 -8.7317 -13.7713
## 872 200208 -0.4395 0.3783 -0.4485 -0.1006 1.7138 6.4683
## 873 200209 -8.3430 -7.4921 -7.1005 -10.8017 -10.2357 -9.1350
## 874 200210 6.6600 4.6300 0.5400 9.7548 4.3438 7.9856
## 875 200211 13.2743 8.3005 7.6826 5.3780 5.8461 8.4496
## 876 200212 -8.6937 -4.6337 -3.5830 -6.1715 -3.9938 -6.9949
## 877 200301 -2.3741 -2.6034 -1.2782 -2.8369 -1.8127 -5.5572
## 878 200302 -3.9343 -1.9031 -3.7313 -1.4217 -2.3934 -4.3684
## 879 200303 1.8119 0.5505 1.0764 1.5895 0.3344 -1.5555
## 880 200304 11.0670 9.3698 9.5335 7.7629 8.7516 11.5916
## 881 200305 13.2044 10.8523 10.6693 5.0071 7.3773 8.3270
## 882 200306 2.4827 2.3886 3.5209 1.3366 1.3129 0.5109
## 883 200307 8.2183 5.6878 6.6437 1.7695 2.7525 0.8599
## 884 200308 4.8971 4.5309 6.0561 2.1260 1.5654 4.0295
## 885 200309 -1.6754 -1.9102 0.9220 -1.1320 -0.5218 -3.3924
## 886 200310 8.3925 8.0205 10.7909 5.2059 7.1717 6.7510
## 887 200311 2.9676 3.6610 4.6760 0.8079 1.6078 2.6610
## 888 200312 1.0783 2.5792 3.1070 4.6141 4.3907 5.7836
## 889 200401 3.8846 3.4793 7.2328 1.4411 2.4336 3.0770
## 890 200402 0.4228 0.9521 0.2898 1.0861 2.2999 2.9757
## 891 200403 1.2928 0.4204 0.4087 -1.8648 -0.7461 -0.4333
## 892 200404 -3.3578 -3.2731 -6.0914 -0.2311 -3.7625 -3.6398
## 893 200405 1.0182 1.2810 0.7002 1.2499 1.2698 1.0769
## 894 200406 3.1157 5.0647 4.3401 1.5136 1.5590 2.6548
## 895 200407 -9.4967 -5.6319 -5.2013 -4.3756 -2.3170 -2.1818
## 896 200408 -2.2001 -0.2903 -0.6391 -0.2820 1.4836 0.1024
## 897 200409 5.5244 5.1974 3.6371 0.8519 1.7287 2.7342
## 898 200410 2.7869 1.6822 1.2476 1.5958 0.9939 2.6893
## 899 200411 8.5101 8.6825 8.7784 3.7051 4.7825 6.2587
## 900 200412 4.4048 2.5672 3.7097 3.5207 3.4817 3.7746
## 901 200501 -5.3911 -3.2935 -2.6630 -3.0957 -1.3806 -1.7037
## 902 200502 0.7712 2.0300 2.8040 2.1229 2.0273 3.1604
## 903 200503 -4.1540 -2.4534 -1.4772 -1.2856 -2.7057 0.1157
## 904 200504 -6.3511 -6.0278 -5.7186 -1.7369 -2.3195 -2.2342
## 905 200505 7.4980 6.3501 5.7183 3.6683 3.0790 4.1685
## 906 200506 2.7806 4.0791 4.7555 -0.7926 1.7881 2.8856
## 907 200507 6.9998 6.9442 5.9866 4.5699 2.6374 3.9961
## 908 200508 -2.2529 -1.1745 -1.2413 -1.2405 -0.8856 0.3806
## 909 200509 0.3822 0.9053 0.2636 0.3871 1.1889 1.9333
## 910 200510 -3.9638 -2.6604 -2.2453 -1.2382 -1.7791 -2.1076
## 911 200511 5.1198 4.6368 4.0298 4.1346 3.7700 2.8948
## 912 200512 0.0933 -0.3940 -0.3230 -0.7290 1.2761 0.0853
## 913 200601 8.5807 9.3029 8.1654 1.8137 3.6573 4.3913
## 914 200602 -0.5483 -0.1125 -0.5208 -0.0917 0.8676 -0.8040
## 915 200603 4.0319 5.2599 5.3598 1.6908 1.0619 1.5704
## 916 200604 -0.5657 1.0112 0.8286 0.0059 2.2492 3.2858
## 917 200605 -7.6554 -4.7814 -4.0432 -2.9029 -3.0052 -1.6874
## 918 200606 -0.7189 0.4315 0.0187 -0.1141 0.1660 0.8541
## 919 200607 -5.8879 -2.8192 -2.1527 -0.7869 1.1701 0.6862
## 920 200608 3.4981 2.5366 2.5223 3.3106 1.9982 0.1641
## 921 200609 0.8236 0.8351 1.3171 2.5161 2.3538 2.1895
## 922 200610 6.1777 5.2030 4.5665 3.3829 2.9276 4.3813
## 923 200611 2.5686 2.7873 2.7404 1.8462 2.1992 1.9554
## 924 200612 -0.5996 0.6809 2.0235 0.3481 2.0059 3.1865
## 925 200701 2.5527 0.8449 1.9196 1.9159 1.8344 1.1933
## 926 200702 -0.1024 -0.0710 -1.0489 -1.9498 -1.5525 -1.2836
## 927 200703 1.7726 1.3221 0.3487 0.8422 1.7789 0.3330
## 928 200704 2.8135 2.0631 0.9535 4.8417 3.6568 3.7988
## 929 200705 4.5063 3.6801 3.1037 3.2198 4.0191 3.3277
## 930 200706 -0.5887 -1.1938 -1.6191 -1.1139 -2.3413 -2.1834
## 931 200707 -4.8084 -5.7876 -8.2207 -1.4022 -4.1777 -5.4141
## 932 200708 1.5001 2.3987 -0.6619 1.5856 2.0066 0.0271
## 933 200709 2.5885 0.9265 0.0934 4.9638 2.2985 3.0316
## 934 200710 3.5844 1.7201 0.1482 3.1527 1.4203 0.6368
## 935 200711 -7.5145 -6.6169 -7.9013 -3.1057 -5.5464 -4.5989
## 936 200712 0.1682 -0.6274 -0.9297 -0.4386 -0.8883 -0.4388
## 937 200801 -8.5654 -6.4989 -3.9366 -7.1977 -4.8299 -3.8873
## 938 200802 -4.6707 -2.8308 -3.9608 -2.1100 -3.5707 -4.4916
## 939 200803 -2.1235 1.1709 0.1903 0.6612 -2.5090 -1.0498
## 940 200804 4.7454 3.4388 1.5267 3.7378 6.0470 5.0753
## 941 200805 5.5150 5.3921 3.0015 2.3412 0.6904 1.9916
## 942 200806 -7.2838 -7.3808 -8.8965 -7.0126 -9.4254 -10.8237
## 943 200807 2.2876 2.9039 5.2999 -1.0748 -2.9991 6.7510
## 944 200808 3.1047 3.8880 7.0479 1.4728 1.0545 0.7139
## 945 200809 -11.0960 -7.2827 -6.9905 -9.7800 -9.8463 -2.0570
## 946 200810 -22.1126 -19.3522 -20.5932 -15.4972 -17.1430 -21.6172
## 947 200811 -11.7044 -11.2504 -14.3367 -6.2057 -6.3444 -16.1953
## 948 200812 4.9088 4.3153 5.3899 1.7000 1.0346 1.5085
## 949 200901 -7.8913 -10.1085 -16.0718 -5.3342 -9.2189 -19.7425
## 950 200902 -9.8277 -11.4073 -15.0774 -7.9555 -11.9113 -16.6032
## 951 200903 9.1856 10.3208 11.0487 8.3258 8.7151 13.4126
## 952 200904 16.4844 16.6446 18.3040 7.9415 10.4615 16.8494
## 953 200905 3.8848 3.1554 2.4796 4.5172 6.0893 6.4772
## 954 200906 5.4172 1.7453 0.7106 0.8703 -1.0007 0.1140
## 955 200907 6.9131 10.3276 13.3708 6.7746 8.2384 9.9829
## 956 200908 1.0155 3.0144 8.1881 1.7045 3.9404 9.8001
## 957 200909 6.3176 5.8375 7.5795 3.4573 4.7055 4.2793
## 958 200910 -6.9838 -6.3198 -9.3979 -0.4418 -2.7689 -6.4484
## 959 200911 2.0214 1.9394 4.1184 6.6381 4.7671 3.8618
## 960 200912 8.4759 8.0740 8.3772 1.9456 3.1202 1.7169
## 961 201001 -3.7834 -3.0201 -2.6859 -4.2125 -2.0265 -4.4504
## 962 201002 3.3733 4.1291 7.4536 3.0580 2.9082 5.4191
## 963 201003 7.0160 8.1488 8.9499 5.2329 6.7363 7.7161
## 964 201004 3.9334 6.2370 9.2931 0.8520 2.7427 1.2645
## 965 201005 -5.9602 -7.1246 -10.3687 -7.3779 -8.5019 -7.8501
## 966 201006 -5.7705 -7.5702 -10.8838 -4.4235 -5.6504 -8.7076
## 967 201007 6.7868 6.6902 7.2318 6.7418 7.6803 5.6834
## 968 201008 -7.1815 -7.6696 -8.6118 -4.0632 -3.9597 -6.4365
## 969 201009 14.0514 12.7735 10.9568 10.0755 8.9842 6.8510
## 970 201010 4.4471 4.2271 3.6404 4.5444 3.8611 0.5078
## 971 201011 3.7207 4.1029 3.3312 0.5094 0.3779 -1.0253
## 972 201012 7.3154 8.3352 9.4636 4.9391 7.7950 10.1774
## 973 201101 -0.4693 0.0666 0.3442 2.0293 2.5443 2.8643
## 974 201102 5.1092 5.3242 5.6043 2.5012 4.4024 4.5472
## 975 201103 3.3512 2.8300 1.4611 0.1939 1.3976 -1.5739
## 976 201104 3.2949 2.1079 1.0561 3.7506 2.7078 1.1332
## 977 201105 -1.3995 -2.1296 -3.1974 -0.5623 -1.3945 -3.0000
## 978 201106 -1.7937 -2.1296 -1.8913 -1.4636 -1.7685 -2.2103
## 979 201107 -4.5512 -3.9686 -3.0352 -0.7561 -2.9443 -4.0590
## 980 201108 -9.3859 -8.8784 -9.7399 -3.9976 -6.4878 -8.3585
## 981 201109 -11.1072 -11.4956 -10.8019 -6.3705 -6.9662 -10.1269
## 982 201110 15.6731 15.5059 13.1351 9.8325 12.0524 12.5813
## 983 201111 -1.8459 -0.2643 -0.1686 -0.0524 0.9022 -2.6363
## 984 201112 -0.5648 0.7812 1.1746 -0.1342 1.9194 1.3800
## 985 201201 8.2697 6.8063 5.8503 5.4881 3.3587 5.9724
## 986 201202 3.4330 2.3748 2.9373 4.6300 3.6923 5.9852
## 987 201203 2.4252 2.8281 3.0831 3.6960 1.2495 5.3242
## 988 201204 -1.4498 -2.0557 -0.9131 -0.4648 -0.1512 -2.5525
## 989 201205 -6.5426 -6.3568 -6.2397 -5.4838 -5.9420 -7.9175
## 990 201206 5.7113 4.2133 4.7887 2.9353 4.6708 5.0942
## 991 201207 -3.3857 -0.8420 -1.7068 1.2935 1.4434 -0.4303
## 992 201208 3.2884 3.1286 3.7404 2.3725 1.8713 4.5117
## 993 201209 3.2688 3.5176 4.1139 1.9087 3.2017 4.2734
## 994 201210 -4.0430 -1.3322 -0.8733 -2.4805 -1.8315 1.5199
## 995 201211 1.0919 1.0314 0.8674 1.1244 0.3005 -0.3317
## 996 201212 2.6308 3.4715 4.4199 -0.1907 1.2208 5.0406
## 997 201301 6.8825 6.3575 5.8106 4.4787 6.0958 7.4690
## 998 201302 1.0361 0.8591 1.3242 1.3647 1.3768 1.3000
## 999 201303 5.1794 4.5401 4.5439 3.7607 4.0516 4.0252
## 1000 201304 -0.7799 -0.8766 -0.1701 1.8584 1.2847 2.1417
## 1001 201305 5.0181 5.3202 5.1990 1.9508 1.4377 7.0326
## 1002 201306 -0.2285 0.3531 -0.1188 -1.7702 -0.3864 -1.8251
## 1003 201307 7.3800 7.1582 7.8817 5.6309 4.8920 6.2744
## 1004 201308 -1.0563 -3.5344 -3.8395 -1.7433 -3.1653 -4.3434
## 1005 201309 6.3876 6.2537 5.6102 4.0527 3.1904 2.3976
## 1006 201310 1.0547 3.1436 3.9460 4.1757 4.7556 3.7778
## 1007 201311 5.2474 3.9232 4.5237 3.2912 1.8741 4.6570
## 1008 201312 1.8901 2.7539 1.8888 2.1376 3.7106 2.0897
## 1009 201401 -0.1005 -4.1373 -3.6886 -3.3492 -3.3583 -3.8951
## 1010 201402 4.0185 4.7223 5.1966 5.0204 4.6768 3.2149
## 1011 201403 -3.4318 1.3038 1.3785 -0.5888 0.7922 4.4634
## 1012 201404 -6.3726 -3.0373 -2.7400 0.3706 0.9417 -0.9228
## 1013 201405 -0.6871 0.8394 0.0861 2.4590 2.0113 1.4194
## 1014 201406 7.1987 5.0731 4.4407 1.6430 2.8017 3.0089
## 1015 201407 -6.4083 -6.3564 -5.4594 -1.4006 -1.6522 -2.2657
## 1016 201408 5.0677 4.0537 4.5295 4.7978 3.2260 4.4380
## 1017 201409 -4.7034 -5.2698 -6.4390 -0.9312 -2.4773 -1.9052
## 1018 201410 7.4874 5.8190 5.2151 2.8233 1.5928 1.4990
## 1019 201411 1.7998 -0.2640 -1.0665 3.7087 2.5528 0.3802
## 1020 201412 2.0810 2.8713 3.2662 -1.3474 0.1043 2.0002
## 1021 201501 -2.8534 -4.9049 -5.1879 -1.5607 -3.2987 -6.3993
## 1022 201502 7.6765 7.0046 5.0056 6.4876 5.8840 5.4379
## 1023 201503 2.0609 1.8086 1.1345 -1.3767 -1.5381 -1.2115
## 1024 201504 -3.2016 -2.1341 -0.7281 0.3415 1.2764 1.5106
## 1025 201505 2.9169 2.7074 0.8810 1.2186 1.5029 0.9607
## 1026 201506 2.7242 0.3338 0.6035 -1.8323 -1.9434 -1.2916
## 1027 201507 -0.2299 -2.3624 -5.6037 2.9657 1.2570 0.0800
## 1028 201508 -9.3032 -4.7374 -3.3404 -6.1721 -5.6180 -6.5880
## 1029 201509 -7.8251 -4.6104 -4.7172 -2.2242 -2.8566 -4.2145
## 1030 201510 5.0061 6.4663 5.7017 8.0276 8.4164 6.4103
## 1031 201511 5.6571 3.3772 3.6571 0.5054 -0.2685 1.6709
## 1032 201512 -3.8734 -4.9903 -6.8243 -1.3060 -2.2722 -3.5730
## 1033 201601 -14.1147 -7.6824 -6.9269 -5.1637 -5.1326 -8.1763
## 1034 201602 -0.7099 0.9697 0.3780 0.0215 0.6254 -2.2142
## 1035 201603 7.7058 7.8565 8.4662 6.5760 6.7935 8.2047
## 1036 201604 2.6434 1.1620 3.8478 -0.6295 1.2854 4.7317
## 1037 201605 2.3290 1.2799 0.5247 2.1877 1.7826 0.6654
## 1038 201606 0.2961 -0.4164 -0.0412 0.0131 0.5954 -2.6015
## 1039 201607 7.0391 5.6284 5.6740 4.9510 2.2505 3.6762
## 1040 201608 1.3009 2.6586 3.2507 -0.5452 0.4159 3.8652
## 1041 201609 3.2742 1.3322 1.6892 0.4472 -0.0784 -0.4406
## 1042 201610 -8.1473 -5.1409 -3.0228 -1.9605 -2.2550 1.0938
## 1043 201611 9.1400 12.5651 14.9658 1.9430 5.0565 12.5388
## 1044 201612 -0.4427 2.9047 4.4845 1.3517 1.8021 3.4784
## 1045 201701 1.9775 -0.1849 -0.7168 3.2210 1.0026 0.4064
## 1046 201702 3.3431 1.1594 0.2891 4.2757 2.6548 3.9975
## 1047 201703 2.3122 0.0705 -0.6854 1.1103 -0.2497 -2.5873
## 1048 201704 1.9398 1.4351 0.6314 2.0535 0.6725 -0.8974
## 1049 201705 -0.8419 -1.6384 -3.8611 2.8958 0.1204 -1.6445
## 1050 201706 4.8044 3.1399 3.4308 -0.1294 0.5599 4.2068
## 1051 201707 0.7584 0.5109 0.4881 2.4781 1.6575 2.1367
## 1052 201708 -0.6147 -2.0376 -2.3459 1.2965 -0.1186 -1.1635
## 1053 201709 5.4328 8.3527 8.3274 1.3548 2.6473 4.7097
## 1054 201710 0.3610 0.3246 1.0050 3.1219 1.5413 2.8620
## 1055 201711 2.7001 2.7212 2.7554 3.3234 3.2685 3.2153
## 1056 201712 0.8678 -0.7691 0.0149 0.9718 1.1421 1.9459
## 1057 201801 3.1386 2.9959 1.8416 6.4966 5.6052 5.2253
## 1058 201802 -3.0811 -3.7637 -3.7139 -2.5784 -4.7349 -4.0181
## 1059 201803 1.3875 0.9719 1.9354 -2.3638 -2.2034 -3.3156
## 1060 201804 1.2044 1.0672 2.4007 0.6196 0.1555 0.5007
## 1061 201805 8.0057 7.5384 5.6984 3.8336 1.9238 -0.2962
## 1062 201806 2.8843 0.2033 0.6187 1.0924 0.4914 -1.2985
## 1063 201807 1.4298 2.1783 1.0524 3.3424 3.3649 4.6186
## 1064 201808 5.7090 3.3666 2.2897 5.3918 1.7127 0.8061
## 1065 201809 -1.7387 -2.7490 -2.8453 0.5834 0.6728 -1.7224
## 1066 201810 -13.3209 -11.4005 -9.1791 -8.1926 -5.9586 -5.5280
## 1067 201811 1.0437 2.1254 0.8349 1.4792 2.2986 2.2556
## 1068 201812 -12.0918 -11.9107 -12.6489 -8.3897 -9.5705 -11.5847