m.price<-read.table("2019_daily_closing1.txt")
colnames(m.price)<-c("id","nmae","date","close")
head(m.price)## id nmae date close
## 1 1101 台泥 20190102 30.6778
## 2 1102 亞泥 20190102 31.7778
## 3 1103 嘉泥 20190102 12.7707
## 4 1104 環泥 20190102 17.9550
## 5 1108 幸福 20190102 7.4100
## 6 1109 信大 20190102 12.9375Q2: 只保留資料中id, date, close，並將其轉換為寬資料。
library(reshape2)
m.price.reorder <- dcast(m.price, date~id)## Using close as value column: use value.var to override.head(m.price.reorder)## date 1101 1102 1103 1104 1108 1109 1110 1201 1203
## 1 20190102 30.6778 31.7778 12.7707 17.9550 7.41 12.9375 16.7006 21.4258 25.0388
## 2 20190103 30.3754 31.8718 12.7707 17.9550 7.40 12.8896 16.3030 21.4745 25.2314
## 3 20190104 30.6346 31.8248 12.7707 17.8125 7.41 12.9854 16.4024 21.3771 25.2314
## 4 20190107 31.1099 32.7650 13.0055 17.9075 7.41 12.9375 16.7006 22.0588 25.0388
## 5 20190108 30.7210 32.5769 13.0055 17.8125 7.41 12.9375 16.3527 21.6693 25.1833
## 6 20190109 31.4124 33.1410 13.0994 18.0025 7.41 12.9854 16.2533 21.9614 25.0388
## 1210 1213 1215 1216 1217 1218 1219 1220 1225 1227
## 1 30.9627 10.20 52.0484 66.1867 6.81 17.3454 18.0492 10.4064 73.3121 46.3846
## 2 31.2375 10.10 52.7181 65.4115 6.83 16.9600 18.2978 10.3584 75.1694 46.6244
## 3 31.8787 10.10 53.1008 65.7991 6.83 16.9118 18.0989 10.5023 75.1694 46.5285
## 4 32.2452 10.15 53.1008 68.2218 6.84 17.2009 18.1983 10.6941 74.2896 47.8716
## 5 31.8329 10.15 51.7614 68.0279 6.84 17.3454 18.1486 10.6461 72.5301 47.7756
## 6 32.2452 10.20 52.4311 69.8692 6.88 17.3936 17.9994 10.6941 72.5301 48.7350
## 1229 1231 1232 1233 1234 1235 1236 1301 1303
## 1 26.9807 33.9465 94.6153 36.1768 28.2254 22.7556 13.3015 92.6775 68.3384
## 2 26.7987 33.9465 94.2307 36.1768 28.3206 22.7111 13.2044 91.1582 68.6193
## 3 26.2982 33.7635 94.4230 35.6055 28.4634 22.7556 13.2044 90.4935 68.4321
## 4 26.8442 33.9922 94.4230 36.0816 28.5586 23.3778 13.3015 94.4817 70.3043
## 5 26.6622 34.1753 94.2307 36.1292 28.4158 23.5556 13.1558 96.8556 69.4618
## 6 27.1172 34.3125 94.6153 36.1768 28.4634 23.4667 13.3015 97.3304 69.7427
## 1304 1305 1307 1308 1309 1310 1312 1313 1314 1315
## 1 11.5062 19.6967 23.9051 12.7263 9.3939 20.9847 21.8 10.8362 9.9322 25.6348
## 2 11.3600 19.2459 23.4642 12.6774 9.1823 20.6633 21.7 10.8827 9.7044 25.5867
## 3 11.3600 18.9304 22.8274 12.6774 8.9035 20.7551 21.2 10.7897 9.5221 25.3943
## 4 11.4575 19.2910 23.5132 12.8242 9.0766 21.0306 21.8 10.9758 9.8866 25.3462
## 5 11.4575 19.9220 23.2193 12.8732 9.2304 20.6633 21.9 11.2083 9.7499 25.1057
## 6 11.5550 20.6432 23.3662 13.1179 9.5285 20.7092 22.7 11.3943 10.0233 25.3462
## 1316 1319 1321 1323 1324 1325 1326 1339 1402
## 1 10.6237 35.6814 25.85 33.3500 10.5900 15.9860 94.0805 32.9489 26.5606
## 2 10.6237 35.4885 26.00 33.1602 10.5900 15.9860 94.3636 32.5185 26.7027
## 3 10.4920 34.9099 25.75 32.9230 10.6872 15.8891 94.1749 32.7576 26.7500
## 4 10.5798 36.5493 26.00 33.3500 10.5900 15.9375 98.6100 32.9967 27.1761
## 5 10.6237 36.1153 25.85 33.9667 10.4929 15.8891 100.9691 33.1880 27.3182
## 6 10.6237 36.6457 26.05 34.0616 10.5900 15.9375 102.3845 33.4271 27.7443
## 1409 1410 1413 1414 1416 1417 1418 1419 1423 1432 1434
## 1 10.7646 24.9535 10.85 6.8794 13.1213 6.6960 7.77 44.0876 10.35 8.41 32.0458
## 2 10.6714 24.9015 10.90 6.8794 13.0752 6.6546 7.38 42.4220 10.35 8.33 32.2352
## 3 10.6714 24.8495 10.65 6.8794 13.1213 6.5718 7.38 42.3731 10.30 8.06 32.0932
## 4 10.8112 24.9535 10.75 6.9377 13.1213 6.5856 7.38 42.5690 10.35 8.03 33.1345
## 5 10.8112 24.7975 10.70 6.8697 13.1673 6.5165 7.82 42.0302 10.45 7.90 32.4718
## 6 11.1374 25.0055 10.75 6.8989 13.1673 6.5580 7.20 43.0099 10.40 7.92 33.2765
## 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445
## 1 5.39 29.0242 17.5745 8.00 33.05 11.6033 9.7451 14.5634 6.90 9.5195 7.7363
## 2 5.38 29.1432 17.5745 7.80 32.60 11.4099 9.7827 14.5634 6.80 9.3369 7.6876
## 3 5.40 29.1035 17.5745 7.41 32.80 11.2165 9.7451 14.5165 6.75 9.2217 7.6001
## 4 5.41 29.2225 17.7209 7.41 32.80 11.2649 9.7827 14.4695 6.85 9.5579 7.6487
## 5 5.42 29.1828 17.8186 7.30 32.95 11.2165 9.7827 14.5634 6.90 9.4426 7.6876
## 6 5.41 29.2621 17.9162 7.50 33.00 11.4583 9.7075 14.4695 6.90 9.4906 7.6292
## 1446 1447 1449 1451 1452 1453 1454 1455 1456 1457 1459
## 1 23.4673 7.7078 4.7201 23.5246 15.7679 8.4708 8.1346 8.6867 6.85 11.0792 8.15
## 2 23.4673 7.6105 4.6241 23.1991 15.6280 8.4072 8.1443 8.6085 6.85 11.1232 8.11
## 3 23.2692 7.5423 4.7201 23.2456 15.6746 8.3981 8.0468 8.4715 6.85 11.0792 8.06
## 4 23.6653 7.6494 4.7680 23.2456 15.8612 8.2891 8.0468 8.6476 6.85 11.1232 8.13
## 5 23.6653 7.5910 4.7488 23.0597 15.9079 8.2982 8.0078 8.6183 6.79 11.1671 8.10
## 6 23.7148 7.6591 4.7297 23.2921 15.9545 8.2709 8.0956 8.6867 6.79 11.2111 8.14
## 1460 1463 1464 1465 1466 1467 1468 1470 1471 1472 1473
## 1 11.2644 11.5077 18.3716 13.8651 10.15 9.09 10.15 17.1910 4.99 30.0649 16.9239
## 2 11.0195 11.5534 18.4649 13.8651 10.05 9.11 9.99 16.7980 5.01 30.0649 16.9239
## 3 10.8726 11.4621 18.5582 13.7671 10.00 9.11 9.94 16.7980 4.93 30.0649 17.0220
## 4 11.3134 11.5534 18.6980 13.8651 9.95 9.14 9.92 17.5839 5.04 30.2595 16.9730
## 5 11.3134 11.5077 18.5582 13.8161 9.80 9.12 10.05 16.6015 4.93 30.1622 16.8749
## 6 11.3134 11.5534 18.6980 13.8651 9.80 9.18 10.25 16.6998 5.01 30.1622 16.9730
## 1474 1475 1476 1477 1503 1504 1506 1507 1512 1513
## 1 10.1670 10.15 342.2714 160.6705 39.2434 16.7686 20.3147 57.6213 8.41 18.3267
## 2 10.2154 10.15 340.3267 164.8139 39.0982 16.5765 20.2186 58.0106 8.41 18.2315
## 3 10.1670 10.15 339.3543 165.7346 39.0982 16.3362 20.3627 58.2053 8.40 18.1363
## 4 10.2154 10.55 350.0503 168.0365 39.2917 16.3362 20.4587 58.1080 8.43 18.6123
## 5 10.2154 10.55 346.6471 164.3535 39.0014 16.5284 20.1706 58.1080 8.31 18.6123
## 6 10.2154 10.50 352.9674 165.7346 39.2434 16.8167 20.3627 58.2053 8.34 18.6599
## 1514 1515 1516 1517 1519 1521 1522 1524 1525 1526
## 1 12.4756 69.5461 15.0580 9.6909 18.8939 49.9716 22.7982 9.0811 54.4085 30.4966
## 2 12.1497 72.1834 15.0102 9.9831 18.3004 49.5011 22.7028 9.0811 53.3417 32.6715
## 3 12.1497 69.6438 15.0580 9.8370 18.3004 49.1246 22.2259 9.0902 52.6628 31.4632
## 4 12.2894 71.8903 15.1536 9.7883 18.7950 49.1246 22.7982 9.1357 52.7598 31.5598
## 5 12.3359 72.0857 15.0580 9.8370 18.9434 49.0305 22.7028 9.1357 52.7598 30.9316
## 6 12.4756 71.4996 14.9624 9.7298 18.9928 49.6893 22.7982 9.1811 54.0206 31.3182
## 1527 1528 1529 1530 1531 1532 1533 1535 1536
## 1 41.8378 9.7590 14.9982 27.5998 15.6484 35.2739 35.5287 28.4332 116.6129
## 2 41.8842 9.7492 14.9982 27.5998 15.4062 35.5979 35.0883 28.4332 115.1613
## 3 41.6522 9.6905 14.1160 27.4127 15.3093 35.3202 34.7946 28.6266 114.6774
## 4 41.3276 9.7786 14.1160 27.6466 15.4062 35.6442 34.8925 28.4815 117.5807
## 5 40.5390 9.7884 14.1601 27.5531 15.3578 35.2739 34.9414 29.2069 116.6129
## 6 40.7710 9.8373 15.0423 27.5063 15.4062 35.8294 34.9414 29.0618 118.0645
## 1537 1538 1539 1540 1541 1558 1560 1568 1582
## 1 136.3491 5.13 20.2506 14.6786 32.0909 124.9663 54.7773 19.5919 60.2082
## 2 136.3491 5.13 20.0195 14.5854 31.1671 124.9663 54.4001 18.7695 60.1159
## 3 137.7547 4.99 19.3259 14.9116 30.3405 125.8919 53.4573 18.7695 60.0235
## 4 142.4403 4.99 19.8807 14.9582 31.2643 125.8919 54.3059 18.8663 60.9470
## 5 143.8459 4.93 19.5571 14.8184 30.4864 126.3548 54.2116 18.5760 60.9470
## 6 145.7201 4.99 19.9270 14.8184 30.4377 126.8176 54.5887 18.5760 61.6857
## 1583 1587 1598 1603 1604 1605 1608 1609 1611 1612
## 1 48.2233 17.8376 32.1641 23.0636 12.7038 15.4475 9.13 9.3965 9.0144 9.1632
## 2 47.7505 17.7401 31.8778 23.0636 12.6576 15.3550 9.02 9.2656 9.0144 9.1535
## 3 48.2233 17.4477 31.7824 23.0636 12.4266 14.8925 9.03 9.1534 8.9549 9.0857
## 4 48.2233 17.3502 31.9732 23.3568 12.5652 15.4475 9.22 9.2376 9.4210 9.2020
## 5 47.4668 17.5452 31.9255 23.3080 12.6576 15.4012 9.20 9.2843 9.3417 9.2020
## 6 47.2777 17.5939 32.2596 23.3080 12.7500 15.8175 9.29 9.4900 9.3417 9.2116
## 1614 1615 1616 1617 1618 1701 1702 1707 1708 1709
## 1 21.6884 14.7504 4.45 11.5637 8.2096 17.2634 44.6667 180.5046 23.5710 14.5110
## 2 21.7852 14.7042 4.43 11.5637 8.1228 17.4552 44.8095 175.6524 23.8516 14.5110
## 3 21.6400 14.7042 4.47 11.5637 8.0553 17.5991 44.8095 174.1967 23.7113 14.4136
## 4 21.5916 14.8429 4.49 11.7024 8.2675 17.6950 45.2381 173.7114 23.6645 14.6084
## 5 21.7368 14.8429 4.48 11.7949 8.2000 18.0786 45.2857 180.5046 23.6645 14.5597
## 6 21.8336 14.9354 4.50 12.0725 8.2965 18.0786 46.0000 184.8717 23.7581 14.7058
## 1710 1711 1712 1713 1714 1717 1718 1720 1721 1722
## 1 23.9500 15.5294 14.6140 18.3748 6.2899 22.6581 9.3321 29.9504 10.00 40.8840
## 2 23.5772 15.5779 14.5703 18.4229 6.2703 22.8513 9.2857 29.9982 9.85 41.2179
## 3 23.2045 15.3838 14.5703 18.1824 6.1821 22.7547 9.2671 30.1415 9.80 41.2656
## 4 23.6704 15.5779 14.6578 18.4710 6.2507 23.1895 9.4250 30.1893 9.97 41.5996
## 5 23.3443 15.4809 14.6140 18.2305 6.2311 23.0446 9.3786 30.3326 10.00 41.9812
## 6 24.0898 15.6265 14.7015 18.3748 6.3291 23.3827 9.4714 30.5237 10.05 41.9812
## 1723 1724 1725 1726 1727 1730 1731 1732 1733
## 1 130.1804 12.3294 13.5748 67.3583 13.4687 60.5056 11.8976 11.20 29.0402
## 2 129.7000 12.3776 13.6221 66.8826 13.4209 60.6977 11.9458 11.10 29.7212
## 3 128.2589 12.3776 13.7167 67.0729 13.2776 60.3136 11.9458 11.70 29.5753
## 4 130.1804 12.3776 13.7167 66.7875 13.3731 60.6017 12.0421 11.65 30.3536
## 5 129.7000 12.4257 13.6694 66.6924 13.3731 61.6581 12.2830 11.40 30.6454
## 6 130.1804 12.5221 13.6694 66.7875 13.4209 62.0423 12.2830 11.15 29.8185
## 1734 1735 1736 1737 1760 1762 1773 1776 1783
## 1 19.2025 15.5046 31.8359 28.1253 88.2525 22.2136 80.0094 14.4255 22.5284
## 2 19.5010 15.0093 33.1748 28.3621 86.9777 22.5524 79.4440 14.3780 23.4061
## 3 19.4015 15.1084 33.6211 28.1253 86.5855 22.6492 78.0304 14.4729 22.9185
## 4 19.4015 15.1084 34.2161 28.1727 88.7428 22.6492 78.8785 14.3306 23.1623
## 5 19.7497 15.1084 34.5137 28.2674 92.1748 23.3267 78.3131 13.9510 24.0400
## 6 19.7000 15.2074 35.1087 28.3147 91.1942 23.5203 78.5958 14.1408 23.7475
## 1786 1789 1795 1802 1805 1806 1808 1809 1810 1817 1902
## 1 63.8399 23.6859 77.3 12.6329 9.20 7.09 47.2427 10.3366 7.6315 34.7350 17.6866
## 2 64.6962 24.0782 77.2 12.6816 9.21 7.05 47.6842 10.2874 7.6218 34.7350 18.0305
## 3 65.6476 25.9417 75.7 12.4865 9.22 7.01 47.6842 10.2381 7.6023 34.5467 18.3744
## 4 69.1747 26.5792 76.2 12.6816 9.28 7.04 49.0971 10.2381 7.6705 34.6408 18.4726
## 5 69.1747 26.7754 77.5 12.5353 9.31 7.04 48.8322 10.2381 7.6608 34.7350 18.1779
## 6 67.3183 26.8244 76.0 12.8767 9.31 7.05 49.0088 10.2874 7.6705 34.7350 18.7674
## 1903 1904 1905 1906 1907 1909 2002 2006 2007 2008 2009
## 1 29.90 17.7961 9.2903 13.9168 10.6645 13.5052 23.040 17.9410 5.50 12.35 9.98
## 2 29.90 17.8434 9.2613 13.8686 10.6645 13.2158 23.184 17.8936 5.41 12.35 9.90
## 3 30.25 17.7961 9.2129 13.7723 10.6169 12.9747 23.232 17.7037 5.33 12.35 9.77
## 4 30.10 17.8434 9.2710 14.0131 10.7121 13.1676 23.472 17.8936 5.48 12.35 9.99
## 5 29.80 17.6541 9.2226 14.0613 10.6645 13.6499 23.520 17.8461 5.46 12.35 10.00
## 6 30.10 17.8434 9.2806 14.1576 10.7598 13.8429 23.952 18.0834 5.48 12.40 9.98
## 2010 2012 2013 2014 2015 2017 2020 2022 2023 2024 2025
## 1 9.5289 18.7275 25.3188 10.8472 54.3116 7.7150 12.8651 6.68 9.7875 8.9717 NA
## 2 9.5289 18.9167 25.1716 10.5995 54.2180 7.7340 12.9566 6.59 9.7391 8.9811 NA
## 3 9.4815 18.9167 24.7791 10.2528 53.9370 7.6390 13.0024 6.51 9.6422 8.9717 NA
## 4 9.5763 19.0112 25.0735 10.6491 54.4052 7.7055 12.9566 6.49 9.6906 9.0000 NA
## 5 9.5289 18.9167 25.3188 10.5995 53.9370 7.6865 12.9566 6.45 9.7875 8.9151 NA
## 6 9.6237 19.0585 25.3679 11.0948 55.2480 7.7245 13.0024 6.48 9.7875 9.0189 NA
## 2027 2028 2029 2030 2031 2032 2033 2034 2038 2049
## 1 39.5983 7.87 18.9057 11.5209 29.6143 8.8747 9.3437 22.7297 7.78 207.1145
## 2 40.4388 8.00 18.8070 11.4746 29.1382 8.8058 9.1380 22.7297 7.76 198.1505
## 3 40.9057 8.09 18.8070 11.3821 28.6621 8.8649 9.1380 22.7764 7.64 196.7352
## 4 42.0264 8.03 19.0538 11.5672 29.6619 8.8649 9.3339 22.8697 7.83 197.6788
## 5 43.7075 8.05 18.7577 11.5672 30.1380 8.8255 9.2556 22.9164 7.77 191.5455
## 6 44.0811 8.05 19.1032 11.7060 30.0428 8.8550 9.2849 23.1497 7.83 202.8684
## 2059 2062 2069 2101 2102 2103 2104 2105 2106
## 1 305.2265 32.9251 21.7955 25.0057 10.85 25.7473 33.0229 39.1054 28.0865
## 2 314.9471 33.0736 21.7057 24.6684 10.90 25.9395 32.7258 39.9323 28.2315
## 3 324.6677 32.6280 21.5259 24.7166 10.85 26.0836 32.0467 40.0782 28.1832
## 4 330.5001 32.8261 21.5708 24.7648 10.95 26.6120 33.1078 40.7591 28.3282
## 5 334.8743 32.9251 22.0652 24.4757 10.85 26.4198 33.3625 40.6619 28.2799
## 6 339.2486 33.8163 22.0652 24.5721 11.05 26.7561 33.9143 41.4887 28.5699
## 2107 2108 2109 2114 2201 2204 2206 2207 2208 2227
## 1 15.0090 26.4888 12.60 72.5486 17.4316 42.2244 18.9219 240.9757 24.90 213.5460
## 2 15.0090 26.2996 12.60 72.5486 17.2860 42.0466 19.0175 244.8781 24.15 213.5460
## 3 14.9609 26.2522 12.35 72.8183 17.1888 42.0466 19.2086 243.9025 23.60 212.6115
## 4 15.0090 26.9618 12.50 72.8183 17.3831 42.7577 19.3998 250.7318 24.60 214.0133
## 5 15.0090 27.1037 12.40 73.2678 17.2860 42.1355 19.3042 247.8049 24.80 214.4806
## 6 15.0571 27.5294 12.40 74.4365 17.3831 42.7577 19.3520 253.6586 24.40 214.4806
## 2228 2231 2233 2301 2302 2303 2305 2308 2312 2313
## 1 73.8495 221.1656 65.8731 38.1299 7.44 10.6606 6.04 123.0436 9.7170 19.2462
## 2 73.6587 217.4641 65.5900 38.9272 7.45 10.4685 6.10 125.9501 9.6878 19.1977
## 3 72.7046 205.8968 63.8913 38.1299 7.39 10.2764 6.05 126.9190 9.6587 18.6160
## 4 76.6165 213.2999 64.6463 38.8803 8.12 10.5645 6.06 133.7009 9.8141 19.2947
## 5 77.2844 220.2402 64.7406 39.0210 8.63 10.5165 6.05 136.1230 9.7656 19.4401
## 6 79.5743 227.6432 65.2125 40.6156 8.70 10.6606 6.00 139.9984 9.9113 19.2947
## 2314 2316 2317 2321 2323 2324 2327 2328 2329 2330
## 1 20.4887 14.8824 66.6511 3.22 10.0667 16.4260 259.4334 18.4209 12.05 207.2998
## 2 19.9926 14.9344 65.5101 3.22 10.2305 16.3790 250.3450 18.2777 12.00 203.5221
## 3 19.4965 14.7783 64.2741 3.39 10.2752 16.0966 239.1910 17.8960 12.00 196.4389
## 4 19.9430 14.9344 65.8904 3.47 10.3347 16.4260 244.9745 18.3255 12.30 201.1610
## 5 19.8934 15.0385 65.2249 3.40 10.2901 16.3319 242.9090 18.3255 12.25 199.2722
## 6 19.9430 15.1426 66.4609 3.30 10.3496 16.5672 250.7581 18.5163 12.15 203.5221
## 2331 2332 2337 2338 2340 2342 2344 2345 2347 2348
## 1 12.20 11.8595 16.9973 17.4481 19.5837 19.2528 12.4637 95.2478 33.7104 43.0904
## 2 12.20 11.7119 16.7100 17.1573 19.1008 18.8085 12.1344 96.8967 33.8053 41.8434
## 3 12.00 11.8103 16.7579 17.5935 18.7789 18.3642 12.1344 97.9636 33.8527 41.5663
## 4 12.15 11.7611 17.1888 17.8358 19.1545 18.7098 12.3696 96.7027 34.4690 41.3354
## 5 12.25 11.8103 17.3803 18.0297 19.1545 18.6604 12.2755 98.9336 34.0423 41.0121
## 6 12.25 12.8929 17.4282 18.0297 20.2276 19.1541 12.6048 99.4185 34.8483 41.9819
## 2349 2351 2352 2353 2354 2355 2356 2357 2358 2359
## 1 11.25 65.0411 18.8731 18.3380 57.2166 35.6144 20.7529 190.3427 18.25 16.8665
## 2 11.50 63.9874 19.0168 17.7139 57.1214 36.0085 20.9412 190.8104 17.95 17.1516
## 3 11.20 62.7421 19.4000 16.8018 56.0742 35.8607 20.5176 195.9548 17.95 16.7240
## 4 11.45 63.7958 19.3042 17.5699 56.0742 36.5504 20.8470 202.0345 17.95 16.7715
## 5 11.40 65.6158 19.2084 17.6659 55.8838 36.5504 20.3765 202.0345 17.90 17.2941
## 6 11.45 66.5737 19.1605 18.1460 56.3598 36.8459 20.6588 206.7112 17.80 17.4842
## 2360 2362 2363 2364 2365 2367 2368 2369 2371 2373 2374
## 1 114.9092 29.4833 9.45 4.45 8.5719 13.3757 13.15 8.7858 26.00 90.0056 13.5706
## 2 113.4485 29.1444 9.20 4.79 8.5134 13.4248 13.45 8.7077 25.90 89.2540 13.4252
## 3 111.0140 28.6119 9.33 4.79 8.2501 13.1790 13.10 8.6980 25.35 88.2206 13.2798
## 4 119.2914 28.6603 9.43 4.90 8.3768 13.4740 14.40 8.7956 26.50 88.3145 13.2798
## 5 115.3961 28.5151 9.24 4.71 8.6401 13.9658 14.55 8.8639 26.45 87.4689 13.1828
## 6 113.9354 28.8540 9.24 4.71 8.6499 14.2608 14.00 9.0006 27.05 87.5629 13.5706
## 2375 2376 2377 2379 2380 2382 2383 2385 2387 2388
## 1 37.3799 37.1906 72.6644 133.1250 5.5378 49.0926 64.6351 56.0356 16.9636 25.95
## 2 36.2118 36.4827 70.3052 135.0614 5.5634 49.4695 64.7323 56.1240 16.8667 25.20
## 3 36.4454 37.0019 70.5883 135.0614 5.5506 48.9984 63.4687 55.7705 16.7697 24.00
## 4 37.0528 38.8425 74.9293 135.0614 5.5506 49.4695 66.6762 57.1846 16.7697 24.60
## 5 37.6603 38.5593 73.0419 135.0614 5.4866 49.7522 67.0650 57.4498 16.6243 24.65
## 6 37.8472 37.5682 73.4194 139.9023 5.5122 50.0349 66.5790 57.4498 16.8182 25.00
## 2390 2392 2393 2395 2397 2399 2401 2402 2404 2405
## 1 10.70 22.3057 27.8376 205.5686 59.7797 9.66 10.8436 12.5466 85.2222 11.40
## 2 11.15 22.1142 27.6951 208.4914 59.7797 9.51 10.8436 12.6435 85.9714 11.30
## 3 12.10 21.5398 27.4576 212.3885 59.6857 9.24 10.6005 12.3044 84.4730 11.20
## 4 11.95 22.1621 27.8376 211.4142 60.3436 9.32 10.6977 12.4497 87.3762 11.45
## 5 13.10 21.9706 27.8376 212.3885 59.8737 9.31 10.7463 12.4981 87.0016 11.95
## 6 12.65 22.4014 28.4077 216.2855 60.3436 9.50 11.0381 12.9341 87.0016 12.10
## 2406 2408 2409 2412 2413 2414 2415 2417 2419 2420
## 1 11.9920 49.0019 11.3075 102.721 20.65 17.6188 22.8718 10.0594 18.7552 29.3541
## 2 11.8937 45.8836 11.2602 102.721 20.45 17.6188 22.2157 10.2080 18.8033 29.4469
## 3 11.7790 45.9727 11.2602 103.201 20.40 17.5253 21.7001 10.0098 19.1399 29.2150
## 4 11.9264 46.1508 11.4495 103.681 21.00 17.6188 22.1219 10.1585 19.2361 29.3078
## 5 11.8773 46.0618 11.4968 102.721 20.65 17.5253 21.8876 10.3071 20.0537 29.5396
## 6 12.0084 46.7745 11.7807 103.201 20.80 17.5721 22.0282 10.3071 19.7651 29.6788
## 2421 2423 2424 2425 2426 2427 2428 2429 2430 2431
## 1 34.8950 21.5709 38.95 35.6190 15.6737 10.5810 71.6369 15.0 18.3752 8.88
## 2 34.6128 22.0388 38.95 35.2381 15.5804 10.5329 70.4937 14.5 18.4709 8.81
## 3 33.2490 22.9278 38.80 33.8571 15.8137 10.4367 70.0174 15.5 18.6144 8.63
## 4 34.2836 23.2086 38.50 34.7143 16.0469 10.4848 72.3037 14.5 18.7580 8.74
## 5 34.8479 23.5361 38.40 34.9524 15.9536 10.6291 72.0179 14.5 18.6623 8.73
## 6 35.3652 24.1444 38.40 35.4286 16.0003 10.7252 74.7805 15.3 18.8059 8.85
## 2433 2434 2436 2438 2439 2440 2441 2442 2443 2444 2448
## 1 39.2519 9.35 21.7486 6.95 119.4512 9.00 38.7336 10.6746 4.46 20.95 24.9421
## 2 38.8333 9.20 22.5185 7.00 117.5626 9.06 38.6398 10.5868 4.48 21.20 24.3000
## 3 38.9729 9.00 22.5185 7.00 113.3134 9.10 37.6551 10.5429 4.47 22.00 23.5591
## 4 39.1589 9.28 22.6628 7.09 119.9233 9.25 37.6551 10.7625 4.51 21.40 24.2012
## 5 39.0659 9.15 23.3846 7.11 120.8676 9.30 37.4206 11.6850 4.48 20.75 23.7073
## 6 39.1589 9.18 23.1440 7.09 119.9233 9.40 37.7489 11.2018 4.50 20.35 24.3988
## 2449 2450 2451 2453 2454 2455 2456 2457 2458
## 1 22.0940 33.4417 62.1156 10.8686 214.3178 63.7514 71.9013 10.30 71.0327
## 2 21.4710 33.3940 62.3016 10.8686 217.2337 60.4573 70.5292 10.25 71.9698
## 3 20.4645 33.3463 62.2086 10.8686 210.9160 61.0386 68.4252 10.10 71.2201
## 4 20.7041 33.3463 62.0226 10.8203 212.8599 62.0075 70.0718 10.25 70.0956
## 5 20.8958 33.2986 61.3717 10.8686 215.7758 62.0075 71.3525 10.25 68.5962
## 6 20.8958 33.3940 63.0455 10.8686 219.6636 63.6546 73.1820 10.30 70.2830
## 2459 2460 2461 2462 2464 2465 2466 2467 2468 2471
## 1 32.9098 9.65 13.2095 26.5221 38.7955 10.70 33.25 24.0221 10.3798 13.8477
## 2 33.1871 9.65 13.1605 26.3748 38.3758 10.35 33.15 23.6518 10.3317 13.8945
## 3 32.8636 9.63 13.1605 26.3257 37.3500 10.20 33.15 23.6981 10.1875 13.8945
## 4 33.2796 9.64 13.1605 26.5221 37.4899 10.35 33.40 23.8832 10.3317 13.8945
## 5 33.1409 9.64 13.2095 26.5221 37.6298 10.35 33.50 23.9295 10.4759 13.9413
## 6 33.2334 9.84 13.2584 26.6204 38.0494 11.35 33.75 24.4386 10.4759 14.0349
## 2472 2474 2476 2477 2478 2480 2481 2482 2483
## 1 37.4729 216.3574 20.8639 19.5206 58.4191 36.7491 26.9836 10.80 16.4810
## 2 36.8122 204.0212 21.0062 19.4726 56.0119 36.7491 26.7211 11.00 16.4810
## 3 35.9155 189.3127 21.0062 19.2808 56.6578 36.9366 25.6712 11.00 16.5254
## 4 36.4346 200.7000 21.0062 19.3287 57.7733 37.3116 28.1910 11.00 16.5698
## 5 36.4346 195.4808 21.0062 19.7124 58.1843 37.3585 28.0860 11.05 16.6143
## 6 38.0864 202.5978 21.0062 19.7604 60.8264 37.6866 27.7185 11.10 16.5698
## 2484 2485 2486 2488 2489 2491 2492 2493 2495 2496
## 1 16.7478 19.7062 9.34 27.4758 11.20 5.77 138.8033 22.4814 11.4517 86.6092
## 2 16.7945 20.0974 9.17 29.6757 11.35 5.56 130.2407 22.5274 11.4031 86.6092
## 3 16.4679 19.7062 9.08 30.1906 11.40 5.94 126.1848 22.3435 11.3546 86.8947
## 4 16.7011 20.4886 9.13 31.8289 11.65 6.00 133.3954 22.5274 11.3061 86.7043
## 5 16.6545 20.2930 9.16 32.3437 11.55 6.12 131.5927 22.5734 11.2576 86.7043
## 6 16.6078 20.5375 9.19 32.0161 11.70 5.90 141.9579 22.6653 11.2090 86.4188
## 2497 2498 2499 2501 2504 2505 2506 2509 2511 2514
## 1 16.35 35.6989 9.00 18.1221 8.0978 11.904 11.3393 24.2755 9.5483 18.7839
## 2 16.30 35.6989 8.98 18.2608 8.0881 11.664 11.2900 24.4830 9.5956 18.6234
## 3 16.45 36.0944 8.80 18.2145 8.0202 11.472 11.3393 24.4000 9.5483 18.5163
## 4 16.50 36.2922 8.90 18.2608 8.1367 11.520 11.3393 24.9810 9.8319 18.9980
## 5 16.55 36.5889 8.91 17.9834 8.0978 11.520 11.2407 25.0639 9.7847 18.9980
## 6 16.55 34.9572 9.03 18.0759 8.2046 11.424 11.2407 26.1429 9.8792 19.1050
## 2515 2516 2520 2524 2527 2528 2530 2534 2535 2536 2537
## 1 6.8737 6.35 20.0932 26.10 21.0517 13.55 15.6055 28.7297 18.1061 18.4956 6.06
## 2 6.8737 6.34 20.4305 25.85 21.4310 13.35 15.5565 28.6728 18.0135 18.4479 6.00
## 3 6.8543 6.34 20.5750 25.90 21.6207 13.35 15.4583 28.6728 17.8746 18.5909 5.97
## 4 6.9810 6.40 20.4787 26.20 21.9526 13.45 15.5565 29.2417 18.0598 18.7339 6.03
## 5 6.9517 6.43 20.2859 25.95 21.7155 13.35 15.4583 28.9003 18.1524 18.7339 6.07
## 6 7.0590 6.43 20.5269 26.20 21.9052 13.50 15.4093 29.3554 18.5229 18.7816 6.13
## 2538 2539 2540 2542 2543 2545 2546 2547 2548 2597
## 1 11.7500 23.7281 28.10 39.6146 7.89 24.0073 25.7483 12.6305 63.8117 44.3520
## 2 11.9403 23.7281 28.10 40.1042 7.66 24.0544 25.7022 12.6766 64.4706 43.7987
## 3 11.8451 23.8160 27.30 40.2822 7.71 23.9602 25.7483 12.7227 64.7529 44.9052
## 4 11.7976 23.8160 26.80 40.5938 7.81 24.1956 25.8868 12.7688 65.6000 46.6571
## 5 11.8451 23.8160 26.55 40.1932 7.82 24.8076 25.8406 12.5844 65.8823 47.0260
## 6 11.8451 23.6841 26.90 41.0389 7.76 25.2783 25.8868 12.6766 67.4823 47.3026
## 2601 2603 2605 2606 2607 2608 2609 2610 2611 2612
## 1 10.7621 11.7884 15.2049 29.8613 13.0186 34.1230 8.81 10.7179 6.3997 29.5602
## 2 10.7126 11.7389 15.2529 29.9087 13.1161 34.2668 8.80 10.7179 6.3333 29.6079
## 3 10.6134 11.4912 15.3488 29.8613 13.0674 34.1709 8.60 10.5711 6.3333 29.6079
## 4 10.6134 11.8380 15.4448 30.0983 13.0674 34.3147 8.70 10.8158 6.3523 29.6556
## 5 10.8117 11.7389 15.3968 29.9087 13.0674 34.2668 8.80 10.9626 6.3238 29.5602
## 6 10.8117 11.9370 15.3968 30.1457 13.1161 34.5543 8.87 10.9137 6.3618 29.7509
## 2613 2614 2615 2616 2617 2618 2630 2633 2634
## 1 11.8048 12.0895 15.1627 27.1167 17.6389 14.7084 24.2295 29.4215 29.8405
## 2 11.7108 12.1355 15.1627 27.2115 17.4982 14.5679 23.8479 29.4215 29.6002
## 3 11.7108 12.1815 15.1627 27.3063 17.1698 14.5211 23.1802 29.6164 29.2639
## 4 11.7108 12.1815 15.2111 27.4959 17.4044 14.6616 23.7525 29.8599 29.5522
## 5 11.7108 12.1815 15.2111 27.5434 17.3575 14.6616 22.8940 29.7138 29.6483
## 6 11.8519 12.2734 15.4049 27.4959 17.5451 14.7084 21.9401 30.0061 29.6964
## 2636 2642 2701 2702 2704 2705 2706 2707 2712 2722
## 1 22.3781 21.2301 12.3680 21.5328 22.6692 11.5805 13.7740 121.8887 43.0 28.9645
## 2 22.2864 21.0840 12.3195 20.6624 22.2767 11.6351 13.7740 122.3419 38.9 28.9645
## 3 22.3323 20.5484 12.2710 19.9751 21.9823 11.3442 13.6770 120.9825 39.4 28.7661
## 4 22.4699 20.7431 12.3195 19.9751 21.9332 11.5623 13.7255 121.8887 40.0 28.8653
## 5 22.5157 20.7431 12.3195 19.4254 21.9332 11.6169 13.7255 121.8887 39.9 28.9645
## 6 22.5616 20.7918 12.3195 18.9214 21.9332 11.5442 13.7740 120.9825 40.0 28.7661
## 2727 2731 2739 2748 2801 2809 2812 2816 2820
## 1 74.2291 82.3689 28.6276 59.7278 16.3936 27.4467 9.4244 18.7310 12.8837
## 2 73.5655 82.0823 28.3862 60.0145 16.3936 26.8251 9.4244 19.0655 12.9785
## 3 72.6175 81.4134 28.3862 60.0145 16.3936 26.9686 9.3780 18.7788 13.0732
## 4 74.2291 82.4645 28.5310 60.2056 16.8688 27.2555 9.4708 18.8744 13.0732
## 5 74.4187 82.2734 28.7241 60.7790 16.6312 27.1598 9.4244 18.7310 13.0732
## 6 74.8927 83.1334 28.6759 61.0657 17.0589 27.2076 9.5173 18.8266 13.2153
## 2823 2832 2834 2836 2838 2841 2845 2849 2850 2851
## 1 27.4048 18.6979 9.5851 8.6674 8.8720 8.13 9.3727 12.2469 32.5850 16.2748
## 2 27.4048 18.7936 9.6782 8.6769 8.8813 8.15 9.3540 12.2000 32.5850 16.2272
## 3 27.1588 18.7458 9.6317 8.6579 8.8720 8.11 9.3446 12.2000 32.5850 16.2272
## 4 27.6016 18.8414 9.8643 8.8196 8.9747 8.15 9.4290 12.1531 32.8184 16.3224
## 5 27.3556 18.9370 9.8643 8.8006 8.9654 8.15 9.4290 12.1062 32.8184 16.3224
## 6 27.6508 19.0327 10.0039 8.8387 9.0961 8.21 9.5228 12.2469 33.1452 16.3700
## 2852 2855 2867 2880 2881 2882 2883 2884 2885 2886
## 1 14.0763 11.2475 11.30 16.0808 44.1000 44.0476 9.3743 18.2903 14.4781 24.0589
## 2 14.0763 11.3899 11.35 16.1733 43.8130 43.3278 9.3259 18.2903 14.3829 24.0589
## 3 14.0279 11.5797 11.40 16.0808 43.3347 42.7521 9.1516 18.3813 14.3829 23.8698
## 4 14.1730 11.8645 11.40 16.4505 43.9565 43.3758 9.4421 18.4723 14.7639 24.2007
## 5 14.0763 11.8645 11.30 16.3581 43.7174 43.3278 9.3937 18.4723 14.8115 24.1061
## 6 14.1730 12.0069 11.40 16.5891 45.0088 44.0955 9.5874 18.8363 14.9544 24.4370
## 2887 2888 2889 2890 2891 2892 2897 2901 2903 2904
## 1 12.3763 8.4806 9.0638 9.6534 18.9787 18.7442 7.99 24.5815 14.9923 18.5090
## 2 12.3763 8.2964 9.0922 9.7010 19.0741 18.8388 7.98 24.4340 14.9923 18.5090
## 3 12.2818 8.0444 9.0543 9.5583 18.8833 18.7915 7.92 24.4340 15.0887 18.6029
## 4 12.6125 8.6550 9.1397 9.8912 19.1695 18.9335 7.93 24.3848 15.2333 18.6499
## 5 12.5180 8.5969 9.1112 9.7485 19.0264 18.8862 7.89 24.3357 14.9923 18.6029
## 6 12.7070 8.6356 9.2441 9.9863 19.3125 19.1228 7.95 24.3357 15.2333 18.6029
## 2905 2906 2908 2910 2911 2912 2913 2915 3002 3003
## 1 17.4582 9.1490 20.8934 25.4110 9.95 291.8723 15.2029 72.0770 9.43 41.1439
## 2 17.2151 9.1393 20.7051 24.9223 9.92 290.9011 15.1538 71.9842 9.54 40.4263
## 3 16.7774 9.1780 20.7051 24.9712 9.90 293.3293 14.9086 72.1698 9.50 38.8953
## 4 16.8747 9.3615 20.7051 24.9712 9.83 304.0135 15.0558 72.7263 9.62 39.6608
## 5 16.8260 10.0958 20.7522 24.9712 9.81 304.0135 15.1048 72.7263 9.35 40.3306
## 6 16.9719 9.6610 20.7992 25.2644 9.72 310.3268 15.1048 75.1382 9.37 40.6176
## 3004 3005 3006 3008 3010 3011 3013 3014 3015 3016
## 1 55.7427 35.0018 28.7498 3006.303 46.6723 7.22 13.9669 28.0060 16.7066 42.9549
## 2 55.5578 35.1772 28.4638 2976.830 46.7665 7.19 14.1139 27.9597 16.7066 39.7748
## 3 56.3898 35.9229 27.8916 2854.023 46.5310 6.96 14.0649 28.0060 16.5658 40.0195
## 4 62.0288 37.2826 28.3684 3050.514 46.8607 7.08 14.3099 28.6541 16.6597 40.7044
## 5 62.3061 37.1071 28.4161 3089.811 46.5310 7.11 14.4079 28.4689 17.4106 41.1936
## 6 67.6678 38.1598 28.8929 3276.477 46.6252 7.14 14.4569 28.4689 17.4106 41.3893
## 3017 3018 3019 3021 3022 3023 3024 3025 3026 3027
## 1 25.0174 33.80 65.2287 13.6918 49.4973 80.0128 5.8116 17.50 96.7084 8.62
## 2 24.3347 34.15 63.5737 13.7393 49.0718 78.8532 5.7830 17.25 93.5000 8.55
## 3 23.6032 34.35 62.3080 13.5967 49.2137 77.4037 5.7734 16.80 93.5000 8.56
## 4 24.4810 34.55 64.6446 13.6918 49.7100 79.2397 5.7830 17.30 95.3334 8.55
## 5 25.1150 34.50 66.6891 13.6918 49.7810 78.3700 5.7830 19.00 97.1667 8.50
## 6 24.9687 33.25 65.8129 13.8344 50.4901 79.4330 5.7639 20.00 101.2917 8.51
## 3028 3029 3030 3031 3032 3033 3034 3035 3036
## 1 19.4776 18.7511 42.5765 10.0579 23.6172 16.6859 131.8400 41.9747 36.4752
## 2 19.4312 18.7511 42.5301 9.9142 23.4327 16.5517 127.5563 40.0533 36.3811
## 3 19.3849 18.5137 42.2055 9.7226 23.0637 16.5069 127.0804 38.5261 36.2399
## 4 19.4312 19.3682 43.2258 9.8663 23.1098 16.5964 133.2678 39.5114 36.3811
## 5 19.5704 19.1783 44.0143 9.9142 23.0175 16.5964 135.1716 40.4967 36.3811
## 6 19.5704 19.1783 44.4781 10.2495 23.2482 16.6859 138.9793 41.3835 36.8988
## 3037 3038 3040 3041 3042 3043 3044 3045 3046 3047
## 1 22.6509 9.2314 28.9249 18.2234 30.5717 2.47 76.1646 102.1333 18.3646 9.20
## 2 23.7295 9.3190 29.1593 17.9092 30.6666 2.36 76.1646 101.6561 18.5127 9.08
## 3 23.4353 9.4162 29.1593 18.3805 30.3343 2.33 75.8804 101.6561 18.1671 9.01
## 4 23.6314 9.5816 29.1593 18.7732 30.3343 2.33 76.3541 103.0878 18.4633 9.29
## 5 23.9746 9.7081 29.1593 18.4590 30.5242 2.43 77.0172 102.6106 18.6608 9.18
## 6 21.6213 9.8734 29.2531 18.4590 30.6666 2.35 78.2487 103.0878 19.0557 9.35
## 3048 3049 3050 3051 3052 3054 3055 3056 3057 3058 3059
## 1 12.4282 7.3437 9.5335 3.10 8.57 26.60 25.1519 15.7972 8.03 7.6336 24.0596
## 2 12.3333 7.3238 9.5335 3.01 8.55 26.85 24.9114 15.8436 7.97 7.6044 23.7166
## 3 12.1436 7.2442 9.5432 2.99 8.50 26.85 23.9977 15.7507 7.94 7.5752 23.7166
## 4 12.3333 7.3139 9.5043 3.01 8.47 26.85 24.0458 16.2153 8.07 7.5752 25.5297
## 5 12.4282 7.2840 9.4653 3.06 8.55 26.80 24.1420 16.1224 8.03 7.6239 25.9217
## 6 12.5231 7.2641 9.5335 3.11 8.56 26.75 24.4305 15.9830 8.00 7.6433 26.4117
## 3060 3062 3090 3094 3130 3149 3164 3167 3189 3209
## 1 14.45 14.9365 47.1977 17.2478 144.5444 8.60 24.8162 36.2195 41.5896 16.0132
## 2 14.45 14.6446 45.7702 17.4389 144.5444 8.65 24.7215 35.7165 40.1489 16.0132
## 3 14.45 14.4987 45.0564 17.2000 144.5444 8.45 25.1951 35.3049 39.0923 15.9666
## 4 15.05 14.9852 46.6624 17.4389 144.5444 8.78 25.2898 35.9451 41.8778 15.9201
## 5 14.85 14.7906 46.6624 17.5822 144.5444 8.71 26.0475 35.9451 41.0613 15.8736
## 6 14.85 14.9852 47.8222 17.5345 146.4463 8.67 25.9528 36.4024 40.9653 15.9201
## 3229 3231 3257 3266 3296 3305 3308 3311 3312 3321
## 1 20.10 17.7885 41.7800 10.8621 13.1489 18.0118 6.15 19.7303 9.3985 11.7597
## 2 19.50 17.8355 42.0585 10.8621 13.1959 18.1544 6.28 19.7303 9.3985 11.8179
## 3 18.00 17.6473 42.2442 10.7655 12.8672 18.0594 6.24 19.6495 9.3535 11.5850
## 4 18.35 18.0238 44.1011 10.8138 13.4307 17.9643 6.24 19.8112 9.4884 11.7597
## 5 18.20 17.8826 44.1939 10.7655 13.3837 17.9643 6.31 19.7303 9.5334 11.5967
## 6 18.10 18.2590 45.0295 10.8138 13.3837 18.0118 6.31 20.1347 9.5334 11.5501
## 3338 3346 3356 3376 3380 3383 3406 3413 3416 3419
## 1 31.0981 32.0664 29.25 80.5765 15.8511 6.9396 173.7153 124.9195 48.8837 17.65
## 2 29.5285 32.2525 29.20 80.9634 15.8511 7.1592 167.8761 122.5536 48.7884 17.85
## 3 28.9399 31.1821 29.10 81.0602 15.9939 7.0275 160.5772 118.7682 48.5978 17.75
## 4 31.1962 32.0198 29.25 80.4798 16.8032 7.0275 169.3359 125.8659 48.4073 18.05
## 5 34.2864 32.0198 29.65 80.1896 16.7556 7.0275 173.2287 124.4463 48.6931 18.15
## 6 34.2374 32.3922 29.10 80.1896 17.4696 6.9396 184.9070 123.9732 48.6931 17.95
## 3432 3437 3443 3450 3454 3481 3494 3501 3504 3515
## 1 14.3790 16.70 199.0470 62.8789 88.3172 9.4231 7.79 47.5436 72.4216 51.1162
## 2 14.4755 16.20 179.4847 61.8341 87.4589 9.5619 7.79 47.2628 69.6361 50.0864
## 3 14.4755 15.80 178.9956 60.5044 88.6034 9.6215 7.76 47.2628 68.6413 49.8991
## 4 14.5238 16.10 178.9956 62.2141 91.5600 9.8198 7.66 47.8243 71.4268 50.9290
## 5 14.4755 15.95 179.9737 62.6890 91.0831 9.8099 7.61 47.6372 72.5211 51.2098
## 6 14.4755 16.10 181.4409 65.1585 92.2276 10.1174 7.58 48.1987 74.1127 51.4907
## 3518 3528 3530 3532 3533 3535 3536 3545 3550 3557
## 1 15.50 30.2242 73.6641 107.7987 196.8969 16.15 8.24 25.3292 15.0342 21.8916
## 2 15.45 30.0368 72.3958 104.5601 192.5642 15.90 8.25 24.2535 15.0342 21.8916
## 3 15.00 29.6151 70.2492 104.5601 194.4898 15.40 8.11 23.5200 14.8468 21.5725
## 4 15.10 30.4585 73.1763 106.4108 198.3411 15.90 8.16 23.5689 14.9873 21.8916
## 5 15.05 30.4585 72.3958 106.4108 191.1200 15.85 8.01 23.5689 15.0810 21.8916
## 6 15.00 30.4585 74.4447 109.1867 191.1200 15.70 8.05 23.7645 15.1279 21.8278
## 3563 3576 3583 3588 3591 3593 3596 3605 3607 3617
## 1 344.5729 7.7964 48.9543 19.9479 13.5135 8.00 70.585 22.2376 15.4508 72.0663
## 2 342.2353 7.8362 47.8483 19.5606 13.5135 7.99 70.965 21.9953 15.4508 72.1609
## 3 343.6379 7.7666 46.8384 19.5606 13.5135 7.88 71.535 22.1407 15.4995 71.6880
## 4 367.4821 7.8461 46.7422 19.8511 13.7583 8.00 70.965 22.2376 15.4995 71.6880
## 5 368.8847 7.9555 49.4352 19.9963 13.5135 8.02 73.150 22.3829 15.4508 71.4989
## 6 370.2873 8.0549 52.0320 20.0932 13.7093 8.17 72.485 22.5283 15.4995 74.4307
## 3622 3645 3653 3669 3679 3682 3686 3694 3698 3701
## 1 14.9792 40.3279 77.5 16.0048 53.3153 10.7373 10.4647 20.45 17.2732 12.40
## 2 15.0279 38.9867 75.6 15.9560 53.8785 10.8440 10.5878 20.45 17.5693 12.75
## 3 14.9792 40.5591 75.4 15.9560 52.4705 10.6610 10.4647 20.15 18.1615 12.75
## 4 15.0765 40.0504 78.7 16.2488 53.1276 10.7373 10.5878 20.40 18.5563 12.75
## 5 14.9306 40.4204 81.6 16.0536 53.1276 10.7068 10.5262 20.40 18.1121 12.50
## 6 14.9792 40.9754 83.7 16.0536 53.6908 10.7525 10.5262 20.80 18.0134 12.20
## 3702 3703 3704 3705 3706 3708 3711 3712 4104 4106
## 1 34.5149 13.2759 12.45 37.4411 20.1669 66.8137 54.4510 17.2727 42.8021 23.9655
## 2 34.4683 13.2759 12.45 37.8687 20.1669 65.3080 53.9692 17.0042 42.7090 24.1607
## 3 34.4683 13.1810 12.55 37.8212 20.0841 64.0847 53.1982 16.6462 43.4534 24.0143
## 4 34.8881 13.3233 12.55 37.9163 20.4568 67.7547 53.0054 16.9595 43.4999 24.2095
## 5 34.7948 13.3233 12.55 37.9163 20.4568 67.9429 53.1982 16.7805 43.7326 24.7952
## 6 35.3545 13.3707 12.95 38.2013 20.9537 68.6958 54.2583 17.0489 43.9187 24.8928
## 4108 4119 4133 4142 4155 4164 4306 4414 4426 4438
## 1 18.0 68.6104 28.6831 18.8155 22.8692 29.2841 13.2869 14.15 36.2202 104.8868
## 2 18.0 68.6104 28.7321 18.9096 22.7770 29.3802 13.1435 14.35 36.5869 102.9622
## 3 18.0 73.5111 28.7810 18.6744 22.7309 29.7642 13.0480 14.50 36.1743 103.9245
## 4 18.0 74.2799 28.7321 18.8625 22.9614 30.5803 13.1913 14.50 36.8620 104.4056
## 5 19.2 75.0486 28.6831 19.3799 23.1458 30.8684 13.0480 14.50 36.7245 104.4056
## 6 19.0 74.7604 28.8789 19.1918 23.2842 30.8204 13.2391 14.60 36.9537 103.4434
## 4526 4532 4536 4540 4545 4551 4555 4562 4564
## 1 17.0656 23.4234 106.6388 55.2735 24.3615 104.3570 55.3427 34.3881 NA
## 2 16.9672 23.5665 105.1847 54.7978 24.3615 103.3817 55.1498 35.3433 NA
## 3 16.9672 23.3757 105.1847 53.6562 24.3123 103.3817 55.1498 34.8657 NA
## 4 17.2131 23.4234 105.1847 54.8930 24.1155 102.4064 55.9212 35.1522 NA
## 5 17.2131 24.1390 108.0930 53.7513 24.1155 99.9681 54.9570 34.8657 NA
## 6 17.1639 24.3298 105.6694 55.5589 24.7061 99.9681 55.9212 34.6269 NA
## 4566 4572 4576 4720 4722 4725 4737 4739 4746 4755
## 1 40.7121 NA NA 13.5511 24.5392 22.40 45.8755 87.7339 37.0000 36.9807
## 2 40.7599 NA NA 13.7489 24.6332 22.20 45.1550 84.2708 37.1952 36.7452
## 3 40.0432 NA NA 13.4027 24.4452 21.65 44.5785 81.2886 37.0976 36.4625
## 4 40.3299 NA NA 13.5511 25.1503 23.00 45.2510 82.9240 38.5132 36.6510
## 5 40.8077 NA NA 13.4522 24.8213 22.70 44.8667 83.1164 38.4156 36.8394
## 6 40.8077 NA NA 13.6005 25.2914 22.95 45.2510 89.3693 38.4644 36.8394
## 4764 4766 4904 4906 4915 4916 4919 4930 4934 4938
## 1 66.4817 108.8272 68.8276 23.00 42.3602 26.9232 35.7727 10.55 8.9797 47.0617
## 2 66.3963 104.9405 68.7326 22.75 42.5990 26.7835 34.3636 10.65 8.9084 46.4992
## 3 65.8843 108.8272 68.7326 22.70 41.5961 26.2245 35.2272 10.70 8.7302 45.4680
## 4 66.3963 108.8272 70.0635 24.50 42.7900 26.5040 35.7272 10.85 8.8015 45.4680
## 5 67.4204 111.7422 69.4931 25.45 43.2676 26.5506 36.9545 10.75 8.8015 44.4367
## 6 68.1885 109.3130 69.3030 25.50 46.2763 27.0164 38.3636 10.90 8.7302 44.9992
## 4942 4952 4956 4960 4961 4967 4968 4976 4989 4994 4999
## 1 32.6331 27.7289 15.20 8.69 35.8174 NA 46.0435 31.20 23.3438 63.2 42.4038
## 2 31.9308 27.4493 15.05 8.70 35.8174 NA 44.6169 30.60 22.4062 62.6 42.4964
## 3 31.3690 27.1697 14.90 8.56 35.3334 NA 42.9444 30.10 21.4688 62.3 42.2186
## 4 32.0713 27.7289 15.10 8.89 35.4302 NA 44.8629 31.00 23.5781 63.4 42.7741
## 5 32.6331 27.7289 15.10 9.14 35.3334 NA 44.9613 31.25 23.6719 63.3 42.6815
## 6 31.4158 28.5212 15.25 9.38 35.4302 NA 49.3885 31.90 23.4844 62.9 42.9593
## 5007 5203 5234 5258 5269 5283 5285 5305 5388 5434
## 1 49.8307 67.1515 88.3055 13.35 488.2301 NA 64.3118 25.1088 62.5028 65.1770
## 2 49.1688 67.3445 85.5666 13.20 458.8776 NA 63.8396 23.9845 62.9843 64.5196
## 3 49.1688 67.5375 88.3055 13.10 470.6186 NA 64.2174 24.0782 63.7548 63.7683
## 4 49.1688 66.6691 88.0222 13.20 471.1078 NA 63.7452 24.7341 63.8511 64.8013
## 5 48.3178 66.1867 86.8888 13.20 481.8704 NA 64.2174 24.9683 63.7548 64.5196
## 6 48.4124 65.7043 87.5500 13.25 496.0574 NA 64.2174 25.1088 62.4065 65.3648
## 5469 5471 5484 5515 5519 5521 5522 5525 5531 5533
## 1 21.4421 27.1735 8.3931 9.3395 11.4127 8.0187 31.6049 17.5131 10.0446 15.1194
## 2 21.4421 27.1267 8.4100 9.3588 11.3183 8.0187 32.0683 17.5131 10.1436 15.3586
## 3 21.1587 26.8929 8.3422 9.2819 11.2712 7.8913 31.8366 17.3443 10.0941 15.1194
## 4 21.6783 27.1735 8.2574 9.3299 11.5070 7.9893 31.8366 17.4287 10.1930 15.4543
## 5 21.4421 27.0332 8.1896 9.2819 11.5070 7.9893 31.7439 17.7241 10.0941 15.1672
## 6 22.3867 27.1267 8.2405 9.2819 11.6956 7.9403 32.3463 17.7663 10.2920 15.2629
## 5534 5607 5608 5706 5876 5880 6005 6024 6108
## 1 71.8235 16.2612 11.2332 32.1769 37.6424 16.4607 8.5192 40.9898 23.6038
## 2 72.2839 16.2159 11.2938 32.1769 37.6424 16.5542 8.5767 42.2861 23.3741
## 3 73.0206 16.2612 11.2938 31.7662 37.5954 16.5074 8.5097 41.9732 22.9609
## 4 73.2968 16.5330 11.2938 31.7662 37.7362 16.5542 8.5767 42.1520 23.0527
## 5 71.9156 16.4877 11.2180 31.7662 37.5015 16.6477 8.5863 41.3027 23.1445
## 6 73.1126 16.4877 11.2180 31.7662 38.2056 16.8348 8.7490 41.6603 23.5578
## 6112 6115 6116 6117 6120 6128 6131 6133 6136 6139
## 1 26.1626 37.3597 6.6691 12.10 15.8449 26.9255 NA 8.3288 16.7294 24.4348
## 2 25.9882 37.1734 6.7457 12.05 15.8940 27.1142 NA 8.4162 16.9153 24.1040
## 3 25.8574 37.2665 6.7840 12.10 15.3053 26.9727 NA 8.4162 16.8224 23.7732
## 4 26.0754 37.2665 6.7840 12.30 16.0902 26.9727 NA 8.3968 16.9618 24.1985
## 5 26.0754 37.2199 6.6500 12.45 15.9921 27.0670 NA 8.2997 17.0082 24.1040
## 6 26.8167 37.2199 6.7361 12.70 16.0902 27.0198 NA 8.3288 17.1477 24.5294
## 6141 6142 6152 6153 6155 6164 6165 6166 6168 6172 6176
## 1 15.3216 8.29 4.40 24.4249 18.9787 8.1751 8.11 30.4901 11.9018 12.95 76.5740
## 2 15.0729 8.58 4.33 22.4055 18.6926 8.1654 8.19 30.3449 11.5298 11.85 76.9471
## 3 15.0232 8.50 4.29 23.5114 18.4065 8.1264 8.16 30.0061 11.3439 11.90 75.5481
## 4 15.0729 8.57 4.47 23.9922 18.6926 8.1751 8.12 30.6837 11.4833 11.90 76.8538
## 5 14.7744 8.61 4.43 23.8479 18.8833 8.1556 8.28 31.7968 11.4368 11.80 77.6000
## 6 14.9237 8.63 4.40 23.9441 19.3602 8.2822 8.29 34.3135 11.6693 12.20 76.7606
## 6177 6183 6184 6189 6191 6192 6196 6197 6201
## 1 26.4080 31.0419 31.8297 26.2751 12.2612 60.4646 44.3946 25.2497 27.5150
## 2 26.2676 31.0419 31.8297 26.2751 12.1631 59.2169 43.6869 24.8281 27.4687
## 3 26.0803 31.0419 31.8764 26.2751 11.9669 58.9290 42.7434 24.6407 27.3760
## 4 26.3144 31.0896 32.1097 26.4138 12.3102 60.0807 43.5926 24.8749 27.3760
## 5 26.4080 31.0896 32.1097 26.3676 12.2612 59.6968 44.1587 24.6876 27.3297
## 6 26.5953 31.1852 32.2964 26.3676 12.5064 60.6566 44.6305 24.8749 27.3760
## 6202 6205 6206 6209 6213 6214 6215 6216 6224 6225
## 1 54.7426 20.8151 63.0312 27.75 49.0596 57.8026 13.8744 25.7518 47.9466 3.30
## 2 53.6216 20.9097 62.9375 27.40 47.7311 57.5220 13.6804 25.7984 48.1226 3.20
## 3 53.5282 20.7205 62.9375 26.80 48.3005 57.5220 13.2923 25.6121 48.2106 3.10
## 4 54.8360 21.0989 63.3126 28.00 49.8188 58.0832 13.6804 25.7984 48.4745 3.03
## 5 54.0887 21.0989 63.3126 27.90 50.2932 57.6155 13.6804 25.7053 48.4745 3.23
## 6 55.3031 20.8624 62.8437 28.55 50.5779 58.0832 13.7774 25.8915 48.9144 3.23
## 6226 6230 6235 6239 6243 6251 6257 6269 6271 6277
## 1 8.7316 128.4971 16.9897 62.4878 10.10 8.92 24.7985 71.3983 102.6866 82.5738
## 2 8.5741 131.4398 16.9897 62.4878 10.05 9.14 24.7061 66.9418 101.7314 82.7567
## 3 8.3969 133.4016 16.6528 60.5056 9.60 8.45 24.4290 66.3729 96.9552 83.2139
## 4 8.3772 131.4398 16.7972 62.6766 9.65 8.60 24.7523 67.3211 101.2537 86.3230
## 5 8.4067 144.1914 17.1341 60.9776 9.55 8.51 24.7523 65.2351 103.1642 85.5000
## 6 8.4461 141.7392 17.4710 62.6766 9.55 8.26 25.3526 66.3729 100.7761 85.4086
## 6278 6281 6282 6283 6285 6288 6289 6405 6409 6412
## 1 37.2943 59.0451 18.0923 34.25 77.1138 16.9713 3.9287 13.7356 489.720 40.9406
## 2 37.8832 58.9511 18.0923 34.10 78.3530 16.7282 4.0952 13.5428 493.416 39.9807
## 3 36.8036 58.9511 17.8051 33.45 79.2108 15.9015 4.1618 12.8199 488.796 39.7887
## 4 38.2757 59.1391 18.3795 33.90 78.1623 16.2419 4.1618 12.9162 498.960 40.1727
## 5 37.2452 59.1391 18.4274 34.00 78.6389 16.0474 3.9953 12.9644 501.732 40.3166
## 6 36.3129 59.2332 18.4752 34.50 76.8278 16.2419 3.6624 13.0126 506.352 40.4606
## 6414 6416 6442 6443 6449 6464 6477 6491 6504
## 1 236.1201 86.6755 34.4541 9.3339 30.0615 107.2119 19.2794 NA 152.3863
## 2 237.0800 86.6755 34.8664 9.5846 29.9165 107.2119 19.4244 NA 152.8701
## 3 231.8009 84.3794 34.8664 9.5404 29.5782 107.2119 19.2794 NA 153.8376
## 4 238.9997 85.3361 35.3704 9.6141 29.9648 107.2119 19.5210 NA 154.3214
## 5 238.5197 83.7098 37.2947 9.4519 30.5448 106.7416 19.6177 NA 155.2889
## 6 239.4796 87.0582 37.6612 9.4519 30.4965 105.8012 19.7626 NA 156.2564
## 6505 6531 6533 6552 6558 6579 6581 6582 6592 6605
## 1 98.8279 42.3325 80.8555 96.138 44.5488 69.0981 80.3453 44.8872 NA 65.3597
## 2 99.7874 41.6904 78.5681 95.060 42.7826 68.7174 79.7768 45.0275 NA 65.1663
## 3 100.2671 41.8879 78.4687 92.120 41.8995 69.4788 79.5873 44.8405 NA 64.3928
## 4 104.5848 42.1349 80.4577 93.100 45.3338 69.6692 79.5873 44.8405 NA 65.3597
## 5 103.1456 42.0855 80.2588 89.180 44.1563 69.3837 81.4822 44.6535 NA 65.5530
## 6 109.3823 42.7771 80.1594 90.846 45.1867 69.3837 83.7562 45.2613 NA 65.8431
## 6625 6655 6668 6669 6670 6674 6698 6706 6715 8011 8016
## 1 50.7964 45.4085 87.9873 NA 148.3217 41.3834 NA NA NA 18.50 95.1151
## 2 50.6117 45.9778 85.1331 NA 150.2111 40.8644 NA NA NA 18.35 99.4605
## 3 49.7805 45.7406 80.8027 NA 153.5177 39.7319 NA NA NA 18.15 92.3148
## 4 49.5034 46.0253 83.1647 NA 152.5729 39.8263 NA NA NA 18.45 96.1773
## 5 49.7805 46.9743 85.6252 NA 151.1558 39.4959 NA NA NA 18.40 95.6945
## 6 50.0575 46.9743 85.8221 NA 151.6282 39.6375 NA NA NA 18.25 98.9777
## 8021 8028 8033 8039 8046 8070 8072 8081 8101 8103
## 1 16.7922 37.5092 8.06 32.4564 33.5091 121.7984 21.5135 60.6036 3.19 22.9324
## 2 16.6511 36.6413 8.05 32.9746 34.0988 121.3439 21.6599 60.1287 3.17 23.0283
## 3 16.6511 35.4843 8.12 33.9167 32.9195 119.0715 21.5623 59.5587 3.18 22.8844
## 4 16.7922 36.0146 8.29 33.6340 34.0988 119.0715 21.5623 60.4136 3.19 23.1723
## 5 16.8863 35.7253 8.18 33.5398 34.5901 116.7992 21.3672 60.3186 3.20 23.2202
## 6 17.0274 35.9664 8.47 33.6811 32.9195 118.6171 21.2696 60.5086 3.23 23.4121
## 8104 8105 8110 8112 8114 8131 8150 8163 8201 8210 8213
## 1 NA 9.62 10.4914 22.6129 95.1285 29.6951 26.30 35.9720 12.75 40.4780 26.1593
## 2 NA 9.55 10.2971 22.5293 94.4659 29.6484 25.85 35.6021 12.60 40.6192 25.9228
## 3 NA 9.35 10.1514 22.7801 93.7086 29.6951 25.20 34.8624 12.35 39.9132 25.7809
## 4 NA 9.46 10.3943 23.1981 94.5605 29.8349 24.60 36.0645 12.55 40.5721 26.3012
## 5 NA 9.42 10.4914 23.0727 94.6552 30.0214 24.85 36.8043 12.50 40.5251 26.3958
## 6 NA 9.52 10.5886 23.5325 95.6018 30.2545 25.05 38.3763 12.60 41.0428 26.5377
## 8215 8222 8249 8261 8271 8341 8367 8374 8422
## 1 16.1430 16.0488 18.6881 29.5338 26.2881 196.3004 21.9323 18.3252 156.1774
## 2 16.1430 16.0488 18.8297 29.0995 26.3343 197.2770 21.7411 18.0816 156.1774
## 3 16.3381 15.9512 18.8769 29.0995 26.0571 195.8121 21.9800 17.5454 155.7070
## 4 16.3869 16.1951 18.9713 29.0995 26.4267 195.3238 22.2667 17.8379 157.1183
## 5 16.6795 16.1951 19.1128 29.2443 26.6577 197.2770 21.9800 17.6917 157.5887
## 6 16.9721 16.0976 19.4432 29.1477 26.5653 200.2069 22.2190 17.9841 160.4112
## 8443 8454 8462 8463 8464 8473 8478 8481 8497
## 1 11.5406 181.0592 140.3611 25.6652 228.0568 53.4401 41.1519 46.9824 45.7763
## 2 11.4923 181.0592 140.3611 25.2763 230.9375 53.8211 41.2472 47.5530 45.6829
## 3 11.3957 183.9561 137.6791 24.4986 240.0597 55.3452 40.7709 47.1726 45.5428
## 4 11.5406 186.8531 139.4671 24.5958 248.7019 56.2026 41.3424 47.2677 45.6362
## 5 11.5406 188.3016 139.4671 24.2070 263.5856 55.8215 41.1996 47.0775 45.7296
## 6 11.4923 191.1985 139.4671 24.5472 277.0290 55.7263 44.2955 47.1726 45.5428
## 8926 8940 8996 9902 9904 9905 9906 9907 9908 9910
## 1 23.6861 12.70 35.1002 9.1055 30.9647 23.3357 11.50 11.6708 27.9831 165.6330
## 2 23.7807 12.50 34.8137 9.0861 31.7340 23.2877 11.15 11.7190 27.9349 168.2831
## 3 23.6861 12.45 34.1928 9.0182 32.1187 23.2877 10.90 11.6708 27.9831 170.9333
## 4 23.7807 12.50 34.6226 9.0958 32.5995 23.2877 10.80 11.8155 28.0312 174.0251
## 5 23.7334 12.50 34.4794 9.0764 32.8880 23.3357 10.75 11.7672 28.0312 174.0251
## 6 23.7807 12.50 34.2406 9.1636 33.3688 23.3837 10.75 12.0084 28.0794 175.7918
## 9911 9912 9914 9917 9918 9919 9921 9924 9925
## 1 34.0491 9.11 135.9283 83.5112 32.1916 10.2556 141.1632 32.3057 35.4697
## 2 34.3328 9.09 142.7984 83.0335 32.3850 10.2556 152.9268 32.3532 35.5171
## 3 34.2382 9.05 144.2705 82.8424 32.5300 10.1574 150.4760 32.4480 35.6119
## 4 34.5693 9.07 145.7427 82.9379 32.5300 10.1574 157.3381 32.5429 35.7542
## 5 35.0422 9.03 145.2519 82.2691 32.3366 10.1574 152.9268 32.5429 35.7068
## 6 35.4678 8.88 143.7798 82.0780 32.3366 10.1574 156.8480 32.8275 35.6594
## 9926 9927 9928 9929 9930 9931 9933 9934 9935 9937
## 1 38.3921 29.1722 5.12 14.10 48.6051 30.4680 42.2698 15.1676 17.5726 38.4471
## 2 38.1031 29.2679 5.12 14.00 48.9901 30.7564 42.2698 15.1676 17.4733 39.1149
## 3 38.2476 29.4114 5.19 13.90 48.7976 30.5641 42.9838 15.2603 17.3741 39.1149
## 4 38.2476 29.7939 5.19 14.10 49.0863 30.5641 43.8883 15.4459 17.7712 38.9241
## 5 38.2476 29.7461 5.11 13.95 48.9901 30.5641 44.1739 15.7242 18.3669 38.7333
## 6 38.1994 30.0331 5.00 13.95 49.6638 30.5641 44.6975 15.9097 18.5654 38.7333
## 9938 9939 9940 9941 9942 9943 9944 9945 9946 9955
## 1 47.9202 45.1894 28.2383 79.5417 66.0800 53.5385 16.30 42.4068 11.5447 12.15
## 2 49.1839 45.1894 28.2383 80.0644 67.9680 53.2615 16.30 42.9798 11.5447 12.25
## 3 48.6007 45.2374 28.0462 80.1515 68.4400 53.5385 16.15 43.3619 11.5447 11.95
## 4 49.5727 45.6212 28.3343 81.0227 69.6672 54.0923 16.35 44.1259 11.5909 12.00
## 5 49.8643 45.4293 28.6705 81.1970 69.6672 54.3692 16.35 43.4574 11.4061 12.05
## 6 50.3503 45.9570 29.1988 82.5909 67.6848 55.1077 16.35 44.8423 11.4985 12.05
## 9958
## 1 60.8629
## 2 58.0738
## 3 52.2963
## 4 52.5951
## 5 52.2963
## 6 52.7944Q3: 將資料轉換為xts時間序列資料, 並顯示前二檔股票價格日收盤價。
library(pacman)
p_load(lubridate)
library(xts)## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Registered S3 method overwritten by 'xts':
## method from
## as.zoo.xts zoodates19 <- date(c("2019-01-02","2019-01-03","2019-01-04",
"2019-01-07","2019-01-08","2019-01-09"))
a1101 <- c(30.6778, 30.3754, 30.6346,
31.1099,30.7210,31.4124)
a1102 <- c( 31.7778, 31.8718, 31.8248,
32.7650,32.5769, 33.1410)
datadf <- data.frame(a1101, a1102)
xts(datadf, dates19)## a1101 a1102
## 2019-01-02 30.6778 31.7778
## 2019-01-03 30.3754 31.8718
## 2019-01-04 30.6346 31.8248
## 2019-01-07 31.1099 32.7650
## 2019-01-08 30.7210 32.5769
## 2019-01-09 31.4124 33.1410Q4: 將Q3資料轉換為tibble的資料型態(提示：p_load(tbl2xts))
p_load(tbl2xts)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:xts':
##
## first, last## The following objects are masked from 'package:lubridate':
##
## intersect, setdiff, union## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, uniontibble(s=c("2019-01-02","2019-01-03","2019-01-04",
"2019-01-07","2019-01-08","2019-01-09"),
x1101 = a1101,
x1102 = a1102)## # A tibble: 6 x 3
## s x1101 x1102
## <chr> <dbl> <dbl>
## 1 2019-01-02 30.7 31.8
## 2 2019-01-03 30.4 31.9
## 3 2019-01-04 30.6 31.8
## 4 2019-01-07 31.1 32.8
## 5 2019-01-08 30.7 32.6
## 6 2019-01-09 31.4 33.1