
Secara umum forecasting time series yang menggunakan metode statistika harus memenuhi beberapa asumsi seperti autokorelasi di ARIMA. Namun bila kita menggunakan algoritma machine learning, hal semacam itu tidak diperlukan lagi. Pergerakan saham tidak hanya dipengaruhi oleh data sebelumnya / time series namun juga beberapa paramater lainnya. Oleh sebab itu kita akan mencoba Forecasting Pergerakan Saham dengan memasukan foreign flow. Sebagai bahan bacaaan, kalian bisa baca analisis teknikal investasi saham Analisis Investasi Saham
Studi kasus yang nanti kita akan lakukan yaitu untuk memprediksi saham pada emiten blue chip menggunakan atribut berupa Open, High, Low, dan Close untuk memprediksi harga Close dihari berikutnya. Salah satu penggerak saham pada emiten dengan kapitalisasi besar yaitu adanya foreign flow yang bisa kita hitung dengan cara akumulasi antara Net antara Foreign Buy dikurangi Foreign Sell pada asal investornya.
Melalui plot grafik kita dapat mencari tahu bahwa ada korelasi antara naik turunnya saham mengikuti naik turun nya akumulasi asing pada emiten tersebut. Sebagai contoh pada emiten TLKM berikut ini (data saham diambil dari Yahoo finance, IDX kemudian dilakukan merging data)
Emiten TLKM Foreign Flow
Contents
Date | Frequency | ForeignSell | ForeignBuy | Value | Open | High | Low | Close | Volume | |
---|---|---|---|---|---|---|---|---|---|---|
1 | 02/01/2019 | 6674 | 21938300 | 18974200 | 116702215000 | 3750 | 3760 | 3700 | 3730 | 31355300 |
2 | 03/01/2019 | 8454 | 66479300 | 59903600 | 311887441000 | 3710 | 3770 | 3690 | 3740 | 83842400 |
3 | 04/01/2019 | 6283 | 45717700 | 43538500 | 274518837000 | 3690 | 3740 | 3690 | 3710 | 73936900 |
4 | 07/01/2019 | 7692 | 26780100 | 49813800 | 315757097000 | 3760 | 3790 | 3750 | 3770 | 83678100 |
5 | 08/01/2019 | 6215 | 28060900 | 49921300 | 256463689000 | 3770 | 3800 | 3750 | 3800 | 67963700 |
6 | 09/01/2019 | 11094 | 48188900 | 46136200 | 371614420000 | 3820 | 3830 | 3730 | 3730 | 98529400 |
7 | 10/01/2019 | 8236 | 82554600 | 115814600 | 475993106000 | 3760 | 3800 | 3740 | 3800 | 126396700 |
8 | 11/01/2019 | 9812 | 40877800 | 98319600 | 448018416000 | 3820 | 3860 | 3800 | 3860 | 116753700 |
9 | 14/01/2019 | 7654 | 31093000 | 51361100 | 261557537000 | 3810 | 3850 | 3790 | 3850 | 68487000 |
10 | 15/01/2019 | 9046 | 25346700 | 73369700 | 325032301000 | 3860 | 3930 | 3850 | 3930 | 83464900 |
11 | 16/01/2019 | 12993 | 46834500 | 111886700 | 552640530000 | 3940 | 4000 | 3920 | 3990 | 139056700 |
12 | 17/01/2019 | 9003 | 29411100 | 70806900 | 313521849000 | 3970 | 3990 | 3960 | 3990 | 78766100 |
13 | 18/01/2019 | 7449 | 27145800 | 65114800 | 305046112000 | 4010 | 4020 | 3970 | 4020 | 76350400 |
14 | 21/01/2019 | 6568 | 27599600 | 76107600 | 336027082000 | 4040 | 4050 | 4020 | 4030 | 83317600 |
15 | 22/01/2019 | 7946 | 47207900 | 53645500 | 378867178000 | 4000 | 4010 | 3930 | 4000 | 95420500 |
16 | 23/01/2019 | 7148 | 49831500 | 36446900 | 286084627000 | 3950 | 3980 | 3920 | 3920 | 72518500 |
17 | 24/01/2019 | 10061 | 62689800 | 63854800 | 458814165000 | 3900 | 3910 | 3830 | 3860 | 118836500 |
18 | 25/01/2019 | 9524 | 52874900 | 44311900 | 294452243000 | 3880 | 3930 | 3840 | 3880 | 75844000 |
19 | 28/01/2019 | 19915 | 119704100 | 68537500 | 639276375000 | 3880 | 3890 | 3730 | 3780 | 168983100 |
20 | 29/01/2019 | 11149 | 60752900 | 100154700 | 450671527000 | 3780 | 3850 | 3780 | 3840 | 118131200 |
21 | 30/01/2019 | 9337 | 58108200 | 69435500 | 331983673000 | 3850 | 3890 | 3830 | 3860 | 85903100 |
22 | 31/01/2019 | 8008 | 42497100 | 90757500 | 432106420000 | 3900 | 3920 | 3870 | 3900 | 110953700 |
23 | 01/02/2019 | 9163 | 34654800 | 50081500 | 308306065000 | 3910 | 3930 | 3830 | 3870 | 79588900 |
24 | 04/02/2019 | 10157 | 17183600 | 27056000 | 267315684000 | 3890 | 3890 | 3780 | 3780 | 70070500 |
25 | 06/02/2019 | 8597 | 36550300 | 42415800 | 278067252000 | 3820 | 3870 | 3820 | 3860 | 72180200 |
26 | 07/02/2019 | 5119 | 11252400 | 28528400 | 150818287000 | 3890 | 3890 | 3830 | 3860 | 39141500 |
27 | 08/02/2019 | 5371 | 16767700 | 20765400 | 123356875000 | 3810 | 3850 | 3810 | 3850 | 32131700 |
28 | 11/02/2019 | 10669 | 23028000 | 71428800 | 347142995000 | 3870 | 3940 | 3860 | 3930 | 88628900 |
29 | 12/02/2019 | 12333 | 72169100 | 41312000 | 354893810000 | 3900 | 3910 | 3800 | 3820 | 92427800 |
30 | 13/02/2019 | 7418 | 101927100 | 70048300 | 430314525000 | 3840 | 3850 | 3780 | 3790 | 113161100 |
31 | 14/02/2019 | 8720 | 63328500 | 42550800 | 289577219000 | 3790 | 3810 | 3740 | 3740 | 76939400 |
32 | 15/02/2019 | 7961 | 40991100 | 35440300 | 256149025000 | 3770 | 3800 | 3730 | 3790 | 67812600 |
33 | 18/02/2019 | 9112 | 21436600 | 38741300 | 311807156000 | 3830 | 3920 | 3830 | 3900 | 80275800 |
34 | 19/02/2019 | 6112 | 32126400 | 40335600 | 325175104000 | 3930 | 3940 | 3900 | 3920 | 82962700 |
35 | 20/02/2019 | 9151 | 56822600 | 62482000 | 340333532000 | 3940 | 3940 | 3830 | 3870 | 87933000 |
36 | 21/02/2019 | 6399 | 37229300 | 38687000 | 186008591000 | 3870 | 3890 | 3860 | 3870 | 48031100 |
37 | 22/02/2019 | 5896 | 52683100 | 45056300 | 235912445000 | 3870 | 3870 | 3820 | 3840 | 61392700 |
38 | 25/02/2019 | 5590 | 25241400 | 41436000 | 209764726000 | 3900 | 3920 | 3850 | 3910 | 53792400 |
39 | 26/02/2019 | 5857 | 22792100 | 40212700 | 194277810000 | 3920 | 3930 | 3880 | 3930 | 49657300 |
40 | 27/02/2019 | 6075 | 40391600 | 41264500 | 190871993000 | 3900 | 3940 | 3890 | 3910 | 48788200 |
41 | 28/02/2019 | 5982 | 147537100 | 140886000 | 622195969000 | 3880 | 3900 | 3840 | 3860 | 161156000 |
42 | 01/03/2019 | 6493 | 32165700 | 37719600 | 194474986000 | 3890 | 3920 | 3880 | 3910 | 49810100 |
43 | 04/03/2019 | 5751 | 25324500 | 22865300 | 124695663000 | 3910 | 3910 | 3850 | 3850 | 32250500 |
44 | 05/03/2019 | 7475 | 33712400 | 26069400 | 158716332000 | 3890 | 3890 | 3820 | 3870 | 41171000 |
45 | 06/03/2019 | 9399 | 63996300 | 46899300 | 268213320000 | 3860 | 3880 | 3820 | 3820 | 69927600 |
46 | 08/03/2019 | 12554 | 91008400 | 41014700 | 398829793000 | 3810 | 3820 | 3740 | 3740 | 105963500 |
47 | 11/03/2019 | 6013 | 48031200 | 38130900 | 235689248000 | 3780 | 3820 | 3760 | 3800 | 43971600 |
48 | 12/03/2019 | 7736 | 43402500 | 41602700 | 231097607000 | 3800 | 3820 | 3730 | 3760 | 43343700 |
49 | 13/03/2019 | 7820 | 78381800 | 22711200 | 323211316000 | 3730 | 3770 | 3710 | 3720 | 45607600 |
50 | 14/03/2019 | 8451 | 75835000 | 36656500 | 333234828000 | 3720 | 3760 | 3710 | 3740 | 62094100 |
51 | 15/03/2019 | 5553 | 137861400 | 107963100 | 570418540000 | 3720 | 3760 | 3710 | 3750 | 68778100 |
52 | 18/03/2019 | 9069 | 18242000 | 29992900 | 230338914000 | 3770 | 3820 | 3760 | 3820 | 44322600 |
53 | 19/03/2019 | 7452 | 29495900 | 34283500 | 179905362000 | 3800 | 3820 | 3770 | 3780 | 33156500 |
54 | 20/03/2019 | 7147 | 50628600 | 42992000 | 244945531000 | 3810 | 3820 | 3750 | 3760 | 42784600 |
55 | 21/03/2019 | 6006 | 42194600 | 45274500 | 215538996000 | 3800 | 3810 | 3780 | 3790 | 36527500 |
56 | 22/03/2019 | 6147 | 23946100 | 41082800 | 179975474000 | 3800 | 3820 | 3790 | 3800 | 26772900 |
57 | 25/03/2019 | 5482 | 45484500 | 45250200 | 254055210000 | 3730 | 3790 | 3720 | 3790 | 49162900 |
58 | 26/03/2019 | 3216 | 16407000 | 23929500 | 121148771000 | 3780 | 3820 | 3780 | 3820 | 23049100 |
59 | 27/03/2019 | 3807 | 24752900 | 35923000 | 212891586000 | 3840 | 3840 | 3810 | 3820 | 35521900 |
60 | 28/03/2019 | 6661 | 41726300 | 68992900 | 329884645000 | 3820 | 3890 | 3810 | 3880 | 55847200 |
61 | 29/03/2019 | 10655 | 46460900 | 121161500 | 571414313000 | 3880 | 3970 | 3880 | 3960 | 82231400 |
62 | 01/04/2019 | 8032 | 40097100 | 35194200 | 189035947000 | 3950 | 3960 | 3900 | 3930 | 28246400 |
63 | 02/04/2019 | 4814 | 33934100 | 39740600 | 187084148000 | 3910 | 3950 | 3910 | 3930 | 35443400 |
64 | 04/04/2019 | 9635 | 45825700 | 95963100 | 460824569000 | 3980 | 4040 | 3950 | 4030 | 96122100 |
65 | 05/04/2019 | 8121 | 38613700 | 83785500 | 367106668000 | 4020 | 4090 | 4000 | 4060 | 66832600 |
66 | 08/04/2019 | 8570 | 75923200 | 86431100 | 449488206000 | 4020 | 4030 | 3940 | 3950 | 73208300 |
67 | 09/04/2019 | 8988 | 92077000 | 83980800 | 451120469000 | 3980 | 4000 | 3910 | 3950 | 88580200 |
68 | 10/04/2019 | 5563 | 56585500 | 56340500 | 302442225000 | 3920 | 3950 | 3890 | 3930 | 52555500 |
69 | 11/04/2019 | 6977 | 62150200 | 39307600 | 293479288000 | 3900 | 3930 | 3880 | 3890 | 51480700 |
70 | 12/04/2019 | 7345 | 41202000 | 27934200 | 247024543000 | 3820 | 3870 | 3810 | 3830 | 45324300 |
71 | 15/04/2019 | 5300 | 32192700 | 20890900 | 170480484000 | 3860 | 3860 | 3810 | 3830 | 44510600 |
72 | 16/04/2019 | 7027 | 26812400 | 19969500 | 241544146000 | 3830 | 3880 | 3830 | 3870 | 62572100 |
73 | 18/04/2019 | 9437 | 56428200 | 70691100 | 462941513000 | 3920 | 3950 | 3840 | 3860 | 119263400 |
74 | 22/04/2019 | 6681 | 21315000 | 17673600 | 185029235000 | 3860 | 3860 | 3780 | 3780 | 48671200 |
75 | 23/04/2019 | 9893 | 28599300 | 38123800 | 329478624000 | 3780 | 3870 | 3730 | 3850 | 86443700 |
76 | 24/04/2019 | 7833 | 44875600 | 46294900 | 292735820000 | 3850 | 3860 | 3780 | 3840 | 76660900 |
77 | 25/04/2019 | 7357 | 23557500 | 32024800 | 201230702000 | 3800 | 3840 | 3790 | 3830 | 52775100 |
78 | 26/04/2019 | 6722 | 21949400 | 25759900 | 257672763000 | 3800 | 3910 | 3800 | 3910 | 66452700 |
79 | 29/04/2019 | 5455 | 41057800 | 23689600 | 194409712000 | 3850 | 3900 | 3850 | 3860 | 50143700 |
80 | 30/04/2019 | 10702 | 111933400 | 48389700 | 503066569000 | 3890 | 3890 | 3750 | 3790 | 132318200 |
81 | 02/05/2019 | 10292 | 86490000 | 42089400 | 525402240000 | 3760 | 3880 | 3760 | 3830 | 136768800 |
82 | 03/05/2019 | 8324 | 84416900 | 34212200 | 385822795000 | 3800 | 3830 | 3760 | 3820 | 101522800 |
83 | 06/05/2019 | 7943 | 60322300 | 60308300 | 405719471000 | 3760 | 3840 | 3720 | 3840 | 107167400 |
84 | 07/05/2019 | 10082 | 26911600 | 30845100 | 290836246000 | 3870 | 3910 | 3840 | 3900 | 74814500 |
85 | 08/05/2019 | 7143 | 46029900 | 59706000 | 303056015000 | 3890 | 3920 | 3870 | 3900 | 77743400 |
86 | 09/05/2019 | 10910 | 67061900 | 33034400 | 285376277000 | 3860 | 3900 | 3800 | 3800 | 74716500 |
87 | 10/05/2019 | 6098 | 59554400 | 40634300 | 254000155000 | 3800 | 3840 | 3790 | 3790 | 66672500 |
88 | 13/05/2019 | 7001 | 39269100 | 31801900 | 180196323000 | 3820 | 3840 | 3760 | 3770 | 47605100 |
89 | 14/05/2019 | 9444 | 64866200 | 34899800 | 290854394000 | 3730 | 3800 | 3720 | 3760 | 77483200 |
90 | 15/05/2019 | 8962 | 38073400 | 24493700 | 213680644000 | 3770 | 3790 | 3660 | 3660 | 57596600 |
91 | 16/05/2019 | 10976 | 79937600 | 42520600 | 388203670000 | 3660 | 3720 | 3530 | 3600 | 107366200 |
92 | 17/05/2019 | 9165 | 63247900 | 49752000 | 334402154000 | 3610 | 3620 | 3500 | 3510 | 94437400 |
93 | 20/05/2019 | 9601 | 60165900 | 47229100 | 295736126000 | 3520 | 3620 | 3480 | 3600 | 82354400 |
94 | 21/05/2019 | 14933 | 87849300 | 64820000 | 381033508000 | 3600 | 3630 | 3550 | 3600 | 106104000 |
95 | 22/05/2019 | 11067 | 54588200 | 36996900 | 227212467000 | 3590 | 3600 | 3540 | 3540 | 63687000 |
96 | 23/05/2019 | 9872 | 77043600 | 65355500 | 411212880000 | 3540 | 3690 | 3540 | 3660 | 113281100 |
97 | 24/05/2019 | 8760 | 54064200 | 53011500 | 327993546000 | 3700 | 3780 | 3690 | 3750 | 87594500 |
98 | 27/05/2019 | 9667 | 49156000 | 51203100 | 331084168000 | 3760 | 3830 | 3750 | 3820 | 87146600 |
99 | 28/05/2019 | 10306 | 311254500 | 226515600 | 1194491957000 | 3800 | 3820 | 3690 | 3690 | 322246900 |
100 | 29/05/2019 | 10304 | 79462700 | 80374800 | 464082413000 | 3750 | 3830 | 3730 | 3780 | 122534500 |
101 | 31/05/2019 | 15400 | 117898800 | 153713800 | 755301329000 | 3780 | 3930 | 3780 | 3900 | 194331700 |
102 | 10/06/2019 | 19003 | 119984500 | 128029700 | 892934681000 | 4000 | 4060 | 3970 | 4040 | 222522800 |
103 | 11/06/2019 | 10751 | 60284300 | 49097200 | 357754150000 | 4010 | 4060 | 4000 | 4020 | 88861700 |
104 | 12/06/2019 | 12997 | 59782300 | 48332400 | 527480001000 | 3880 | 3950 | 3840 | 3940 | 134724400 |
105 | 13/06/2019 | 10451 | 58941700 | 71243100 | 459062100000 | 3940 | 3990 | 3900 | 3990 | 115734700 |
106 | 14/06/2019 | 6900 | 52138900 | 68684800 | 370370130000 | 4020 | 4050 | 3970 | 3990 | 92466800 |
107 | 17/06/2019 | 8117 | 48475500 | 25859700 | 238571164000 | 3950 | 3970 | 3900 | 3900 | 60851700 |
108 | 18/06/2019 | 9242 | 36681300 | 46897300 | 261863555000 | 3890 | 3990 | 3890 | 3980 | 66112800 |
110 | 20/06/2019 | 9368 | 29210200 | 33412200 | 234061601000 | 4110 | 4110 | 4020 | 4040 | 57673700 |
111 | 21/06/2019 | 11222 | 106127600 | 110568400 | 617655911000 | 4010 | 4040 | 3950 | 4040 | 154049700 |
112 | 24/06/2019 | 9915 | 28107900 | 27822300 | 202611215000 | 4050 | 4050 | 3970 | 3980 | 50525100 |
113 | 25/06/2019 | 6469 | 20841200 | 36846700 | 171304644000 | 4040 | 4040 | 4000 | 4010 | 42601100 |
114 | 26/06/2019 | 10666 | 32520300 | 44320100 | 225397022000 | 4020 | 4050 | 3980 | 3980 | 56092200 |
115 | 27/06/2019 | 9905 | 42853900 | 70011300 | 384996466000 | 4010 | 4120 | 4000 | 4090 | 94221200 |
116 | 28/06/2019 | 11085 | 50011000 | 97813700 | 541096714000 | 4100 | 4200 | 4090 | 4140 | 130153100 |
117 | 01/07/2019 | 8849 | 25813000 | 70685200 | 334786050000 | 4200 | 4240 | 4170 | 4220 | 79382300 |
118 | 02/07/2019 | 10342 | 35184600 | 78314300 | 372416241000 | 4240 | 4250 | 4180 | 4250 | 87999800 |
119 | 03/07/2019 | 6625 | 25616800 | 38580400 | 266710397000 | 4160 | 4240 | 4160 | 4240 | 63296200 |
120 | 04/07/2019 | 7272 | 18691800 | 26551600 | 163018219000 | 4190 | 4260 | 4190 | 4250 | 38459300 |
121 | 05/07/2019 | 5711 | 26925100 | 47268300 | 214473556000 | 4260 | 4280 | 4240 | 4280 | 50332800 |
122 | 08/07/2019 | 7260 | 31633300 | 48967700 | 246369692000 | 4230 | 4290 | 4210 | 4270 | 57903400 |
123 | 09/07/2019 | 9694 | 32657200 | 109190800 | 539227393000 | 4300 | 4370 | 4270 | 4350 | 124822400 |
124 | 10/07/2019 | 8744 | 35798800 | 42146700 | 268240542000 | 4310 | 4320 | 4260 | 4290 | 62529900 |
125 | 11/07/2019 | 6357 | 13145500 | 15855600 | 109142967000 | 4250 | 4280 | 4240 | 4270 | 25645900 |
126 | 12/07/2019 | 6972 | 15906100 | 21774100 | 239632197000 | 4240 | 4250 | 4170 | 4180 | 57088600 |
127 | 15/07/2019 | 5416 | 25953400 | 56649300 | 286249250000 | 4250 | 4290 | 4230 | 4280 | 66960500 |
128 | 16/07/2019 | 6856 | 29274700 | 22697700 | 192954147000 | 4240 | 4280 | 4210 | 4240 | 45461500 |
129 | 17/07/2019 | 4443 | 26862500 | 18702900 | 135693140000 | 4250 | 4260 | 4220 | 4230 | 32069800 |
130 | 18/07/2019 | 3610 | 35238900 | 23917200 | 192363831000 | 4220 | 4250 | 4210 | 4240 | 45408100 |
131 | 19/07/2019 | 6437 | 45468700 | 44768200 | 258724375000 | 4260 | 4280 | 4250 | 4270 | 60692800 |
132 | 22/07/2019 | 4908 | 24782900 | 24344900 | 159333211000 | 4250 | 4270 | 4230 | 4260 | 37513700 |
133 | 23/07/2019 | 6052 | 45944600 | 40992600 | 265299882000 | 4260 | 4270 | 4200 | 4250 | 62628100 |
134 | 24/07/2019 | 9080 | 56016900 | 42957900 | 309946485000 | 4230 | 4240 | 4160 | 4190 | 73904300 |
135 | 25/07/2019 | 6651 | 41939600 | 28159900 | 207539424000 | 4160 | 4240 | 4160 | 4210 | 49276300 |
136 | 26/07/2019 | 7847 | 60600400 | 19807000 | 294991886000 | 4160 | 4210 | 4110 | 4160 | 70952400 |
137 | 29/07/2019 | 5994 | 43832400 | 21574700 | 227591171000 | 4150 | 4240 | 4140 | 4200 | 54336900 |
138 | 30/07/2019 | 6878 | 34092300 | 41518800 | 378176344000 | 4280 | 4300 | 4260 | 4270 | 88417200 |
139 | 31/07/2019 | 10255 | 94878800 | 111804000 | 752969745000 | 4240 | 4300 | 4210 | 4300 | 175741000 |
140 | 01/08/2019 | 5709 | 52182600 | 66558500 | 405660166000 | 4300 | 4300 | 4260 | 4280 | 94856600 |
141 | 02/08/2019 | 4956 | 39395300 | 59903100 | 351741503000 | 4280 | 4300 | 4250 | 4280 | 82253800 |
142 | 05/08/2019 | 9716 | 90194900 | 34613500 | 464748311000 | 4200 | 4220 | 4060 | 4080 | 112253200 |
143 | 06/08/2019 | 11867 | 73775500 | 63591200 | 449103185000 | 4060 | 4190 | 4050 | 4130 | 108890100 |
144 | 07/08/2019 | 10540 | 60047300 | 74356500 | 442515033000 | 4230 | 4270 | 4170 | 4210 | 104785500 |
145 | 08/08/2019 | 9137 | 39484700 | 78046600 | 405146004000 | 4270 | 4290 | 4240 | 4260 | 95204000 |
146 | 09/08/2019 | 6460 | 30796100 | 77033600 | 382958427000 | 4300 | 4300 | 4240 | 4260 | 89600500 |
147 | 12/08/2019 | 4939 | 17270900 | 27296800 | 178472927000 | 4300 | 4320 | 4230 | 4260 | 41817800 |
148 | 13/08/2019 | 6841 | 57928100 | 87068500 | 420406706000 | 4290 | 4290 | 4230 | 4250 | 98757900 |
149 | 14/08/2019 | 6856 | 44504300 | 69768700 | 363689058000 | 4300 | 4300 | 4270 | 4290 | 84928200 |
150 | 15/08/2019 | 7051 | 35281600 | 88036200 | 415984285000 | 4200 | 4290 | 4200 | 4290 | 97255500 |
151 | 16/08/2019 | 5597 | 35576600 | 31960100 | 222269184000 | 4300 | 4310 | 4220 | 4280 | 51853900 |
152 | 19/08/2019 | 6598 | 29434200 | 69211400 | 371501926000 | 4340 | 4340 | 4290 | 4340 | 86011300 |
153 | 20/08/2019 | 9219 | 50847100 | 125726800 | 633453239000 | 4350 | 4470 | 4340 | 4470 | 143171600 |
154 | 21/08/2019 | 7828 | 59366200 | 63889900 | 441597089000 | 4460 | 4500 | 4390 | 4410 | 99649300 |
155 | 22/08/2019 | 5495 | 74462300 | 78298600 | 485638885000 | 4380 | 4450 | 4320 | 4450 | 110968600 |
156 | 23/08/2019 | 7582 | 67015000 | 59977900 | 367594243000 | 4390 | 4450 | 4340 | 4380 | 83823900 |
157 | 26/08/2019 | 5177 | 69026900 | 37261900 | 336060835000 | 4280 | 4360 | 4280 | 4330 | 77603200 |
158 | 27/08/2019 | 6874 | 154347700 | 137037200 | 735727399000 | 4390 | 4410 | 4320 | 4380 | 168209400 |
159 | 28/08/2019 | 7200 | 55963200 | 51260000 | 298395360000 | 4430 | 4430 | 4350 | 4370 | 68091100 |
160 | 29/08/2019 | 3983 | 54890600 | 46145600 | 288149215000 | 4370 | 4440 | 4370 | 4380 | 65718900 |
161 | 30/08/2019 | 4114 | 68413400 | 80835200 | 422174325000 | 4430 | 4450 | 4420 | 4450 | 95138200 |
162 | 02/09/2019 | 4349 | 17436400 | 21044000 | 121732628000 | 4440 | 4450 | 4400 | 4410 | 27531000 |
163 | 03/09/2019 | 5262 | 54890900 | 52723500 | 291720177000 | 4440 | 4440 | 4330 | 4350 | 66884700 |
164 | 04/09/2019 | 6145 | 73557700 | 24521800 | 339439397000 | 4310 | 4350 | 4280 | 4290 | 78905600 |
165 | 05/09/2019 | 7730 | 84017800 | 63048300 | 419506013000 | 4290 | 4360 | 4290 | 4320 | 97098300 |
166 | 06/09/2019 | 7336 | 78923600 | 69288700 | 497393783000 | 4360 | 4360 | 4210 | 4210 | 117223300 |
167 | 09/09/2019 | 5452 | 24004400 | 40055700 | 200987197000 | 4280 | 4300 | 4240 | 4270 | 47057300 |
168 | 10/09/2019 | 7344 | 70178600 | 68220500 | 343107350000 | 4300 | 4300 | 4250 | 4270 | 80403000 |
169 | 11/09/2019 | 7271 | 65504000 | 72042600 | 383644979000 | 4300 | 4300 | 4210 | 4250 | 90211600 |
170 | 12/09/2019 | 9904 | 46242600 | 34566600 | 294300419000 | 4220 | 4230 | 4160 | 4170 | 70382200 |
171 | 13/09/2019 | 6171 | 52562200 | 40124100 | 267281834000 | 4230 | 4230 | 4160 | 4160 | 64074800 |
172 | 16/09/2019 | 7033 | 23652000 | 65698500 | 359273095000 | 4160 | 4260 | 4160 | 4220 | 85284700 |
173 | 17/09/2019 | 5762 | 65536500 | 65631800 | 368351894000 | 4240 | 4280 | 4220 | 4270 | 86432000 |
174 | 18/09/2019 | 5099 | 67942500 | 42801100 | 307811732000 | 4250 | 4280 | 4230 | 4250 | 72359600 |
175 | 19/09/2019 | 3970 | 52262800 | 26943500 | 247618775000 | 4260 | 4260 | 4190 | 4210 | 58720600 |
176 | 20/09/2019 | 6514 | 107069500 | 125579900 | 566948120000 | 4250 | 4300 | 4230 | 4290 | 132359100 |
177 | 23/09/2019 | 5113 | 56890700 | 47189900 | 301083340000 | 4290 | 4300 | 4230 | 4250 | 70483600 |
178 | 24/09/2019 | 5672 | 72886500 | 45050400 | 374393590000 | 4210 | 4240 | 4150 | 4210 | 88979100 |
179 | 25/09/2019 | 5215 | 71854900 | 70516300 | 356815664000 | 4220 | 4250 | 4180 | 4220 | 84582300 |
180 | 26/09/2019 | 7875 | 41266200 | 58875500 | 342988178000 | 4220 | 4370 | 4200 | 4360 | 79324000 |
181 | 27/09/2019 | 4890 | 47919800 | 30675900 | 226007128000 | 4310 | 4350 | 4300 | 4310 | 52305800 |
182 | 30/09/2019 | 5953 | 95834700 | 78727900 | 481555427000 | 4270 | 4330 | 4270 | 4310 | 111879100 |
183 | 01/10/2019 | 5924 | 23129600 | 30853300 | 257304793000 | 4400 | 4400 | 4220 | 4250 | 60332400 |
184 | 02/10/2019 | 7165 | 29273100 | 28445200 | 218980534000 | 4260 | 4300 | 4190 | 4200 | 51606300 |
185 | 03/10/2019 | 7124 | 41991700 | 33459300 | 236676707000 | 4190 | 4250 | 4160 | 4200 | 56433000 |
186 | 04/10/2019 | 4499 | 22728400 | 21527700 | 143041137000 | 4250 | 4250 | 4180 | 4190 | 34082000 |
187 | 07/10/2019 | 6934 | 26569200 | 21538300 | 177274774000 | 4240 | 4240 | 4090 | 4110 | 42996900 |
188 | 08/10/2019 | 8641 | 56897500 | 43583300 | 305747385000 | 4170 | 4170 | 4060 | 4090 | 74448900 |
189 | 09/10/2019 | 6261 | 46167100 | 49600300 | 244979310000 | 4090 | 4170 | 4080 | 4120 | 59314500 |
190 | 10/10/2019 | 4279 | 27784000 | 24506700 | 140835946000 | 4060 | 4120 | 4060 | 4110 | 34345600 |
191 | 11/10/2019 | 3586 | 32049400 | 24747500 | 175351935000 | 4100 | 4170 | 4100 | 4170 | 42198800 |
192 | 14/10/2019 | 6302 | 43271200 | 36182500 | 220149677000 | 4200 | 4210 | 4150 | 4190 | 52681800 |
193 | 15/10/2019 | 8171 | 56222600 | 52635200 | 269415687000 | 4190 | 4190 | 4150 | 4170 | 64670200 |
194 | 16/10/2019 | 6332 | 53306200 | 57580000 | 293462883000 | 4170 | 4190 | 4140 | 4170 | 70555700 |
195 | 17/10/2019 | 4097 | 47719800 | 43905600 | 211195892000 | 4160 | 4180 | 4140 | 4170 | 50695300 |
196 | 18/10/2019 | 6583 | 158716500 | 153583700 | 709626844000 | 4170 | 4190 | 4160 | 4190 | 169540200 |
197 | 21/10/2019 | 5607 | 55723900 | 47640600 | 268507156000 | 4200 | 4250 | 4190 | 4200 | 63797000 |
198 | 22/10/2019 | 3468 | 42802600 | 43969700 | 239420673000 | 4200 | 4250 | 4200 | 4230 | 56711100 |
199 | 23/10/2019 | 7569 | 64847300 | 76718500 | 416577791000 | 4210 | 4270 | 4210 | 4260 | 97971900 |
200 | 24/10/2019 | 9995 | 35533600 | 93297900 | 429107622000 | 4300 | 4350 | 4250 | 4350 | 99213400 |
201 | 25/10/2019 | 6412 | 39424300 | 46535700 | 292298532000 | 4320 | 4360 | 4270 | 4280 | 67661500 |
202 | 28/10/2019 | 5440 | 25426100 | 13402400 | 130634111000 | 4280 | 4280 | 4220 | 4260 | 30710600 |
203 | 29/10/2019 | 7101 | 55521500 | 50952400 | 294145209000 | 4230 | 4330 | 4220 | 4330 | 68715000 |
204 | 30/10/2019 | 9636 | 51916800 | 53580900 | 382567815000 | 4290 | 4350 | 4210 | 4270 | 89575600 |
205 | 31/10/2019 | 17996 | 156161100 | 83010800 | 768137960000 | 4220 | 4240 | 4080 | 4110 | 185713300 |
206 | 01/11/2019 | 8823 | 91526900 | 50629700 | 438195020000 | 4090 | 4150 | 4060 | 4080 | 107208500 |
207 | 04/11/2019 | 7012 | 39905000 | 47747000 | 272838482000 | 4080 | 4160 | 4080 | 4150 | 65897700 |
208 | 05/11/2019 | 7741 | 83449400 | 82873200 | 455810195000 | 4170 | 4200 | 4130 | 4200 | 109276000 |
209 | 06/11/2019 | 7633 | 126340000 | 90544400 | 557178944000 | 4180 | 4190 | 4110 | 4120 | 134618700 |
210 | 07/11/2019 | 11025 | 104086300 | 71094600 | 508634114000 | 4150 | 4150 | 3990 | 4070 | 125291200 |
211 | 08/11/2019 | 8111 | 56819500 | 41553700 | 285273780000 | 4010 | 4120 | 3990 | 4110 | 70404800 |
212 | 11/11/2019 | 5429 | 47889400 | 38672900 | 233416861000 | 4040 | 4120 | 4040 | 4100 | 57079800 |
213 | 12/11/2019 | 8331 | 60604300 | 70366500 | 367777885000 | 4050 | 4190 | 4050 | 4180 | 88251100 |
214 | 13/11/2019 | 7313 | 81667100 | 58327100 | 380058499000 | 4130 | 4170 | 4100 | 4150 | 91925700 |
215 | 14/11/2019 | 9692 | 89010000 | 69160800 | 499907220000 | 4110 | 4130 | 4010 | 4050 | 123468500 |
216 | 15/11/2019 | 4623 | 40690500 | 22326100 | 206205539000 | 4080 | 4090 | 4030 | 4080 | 50780500 |
217 | 18/11/2019 | 10873 | 97236900 | 49226700 | 420727416000 | 4040 | 4060 | 3990 | 4000 | 104978700 |
218 | 19/11/2019 | 9364 | 101092100 | 76384800 | 455739486000 | 4000 | 4020 | 3970 | 4020 | 113996600 |
219 | 20/11/2019 | 8221 | 121638600 | 102450600 | 603757427000 | 4000 | 4090 | 4000 | 4090 | 149185500 |
220 | 21/11/2019 | 7008 | 55211800 | 20549000 | 258533168000 | 4050 | 4090 | 4020 | 4020 | 64005900 |
221 | 22/11/2019 | 6979 | 54189300 | 55995500 | 308829758000 | 4030 | 4050 | 4000 | 4050 | 76569400 |
222 | 25/11/2019 | 16106 | 87328400 | 42004300 | 427978750000 | 4070 | 4070 | 3940 | 3950 | 107581200 |
223 | 26/11/2019 | 18650 | 241773200 | 173141600 | 1088198467000 | 3950 | 3960 | 3860 | 3860 | 281002600 |
224 | 27/11/2019 | 13772 | 74215600 | 51361900 | 376465973000 | 3870 | 3930 | 3800 | 3880 | 97511300 |
225 | 28/11/2019 | 9261 | 45819900 | 28948200 | 271040182000 | 3830 | 3900 | 3800 | 3820 | 70635000 |
226 | 29/11/2019 | 9735 | 26057000 | 41940300 | 282509188000 | 3860 | 3950 | 3840 | 3930 | 72146900 |
227 | 02/12/2019 | 7011 | 49271200 | 49294000 | 293159909000 | 3960 | 3960 | 3930 | 3950 | 74263500 |
228 | 03/12/2019 | 6791 | 52422900 | 42157000 | 292478855000 | 3920 | 3940 | 3910 | 3920 | 74494000 |
229 | 04/12/2019 | 5561 | 31460600 | 44776800 | 256700624000 | 3920 | 3990 | 3900 | 3990 | 64948300 |
230 | 05/12/2019 | 9399 | 75406700 | 101453100 | 479963143000 | 3990 | 4080 | 3990 | 4060 | 118494800 |
231 | 06/12/2019 | 7146 | 28078100 | 42042100 | 206389446000 | 4040 | 4100 | 4020 | 4100 | 50682100 |
232 | 09/12/2019 | 8560 | 52163600 | 64310400 | 330079774000 | 4080 | 4110 | 4050 | 4070 | 80864200 |
233 | 10/12/2019 | 6874 | 32591800 | 35437600 | 221387729000 | 4050 | 4070 | 4010 | 4040 | 54824900 |
234 | 11/12/2019 | 5656 | 60464600 | 49216400 | 321379504000 | 4010 | 4050 | 4000 | 4050 | 79749500 |
235 | 12/12/2019 | 16059 | 109949600 | 61441900 | 587070705000 | 4040 | 4050 | 3950 | 3950 | 147627000 |
236 | 13/12/2019 | 10454 | 52127400 | 38183600 | 326462552000 | 4000 | 4020 | 3960 | 3990 | 81937300 |
237 | 16/12/2019 | 9451 | 65568700 | 45213900 | 344396884000 | 3970 | 4020 | 3960 | 3970 | 86479200 |
238 | 17/12/2019 | 10315 | 61617800 | 59460600 | 364107343000 | 3970 | 3990 | 3950 | 3980 | 91747200 |
239 | 18/12/2019 | 8590 | 73687200 | 77003000 | 404087984000 | 3960 | 4000 | 3950 | 3990 | 101569300 |
240 | 19/12/2019 | 13847 | 84845500 | 49104400 | 500089963000 | 3970 | 3980 | 3900 | 3900 | 127316000 |
241 | 20/12/2019 | 9381 | 78216700 | 114175700 | 605933425000 | 3900 | 4020 | 3900 | 4020 | 152132200 |
242 | 23/12/2019 | 7430 | 31868300 | 36960300 | 235324109000 | 4020 | 4030 | 3980 | 4020 | 58715700 |
243 | 26/12/2019 | 4626 | 14240500 | 17715800 | 147586921000 | 4020 | 4020 | 3980 | 4000 | 36935300 |
244 | 27/12/2019 | 4996 | 22416500 | 34595400 | 210889011000 | 3990 | 4010 | 3980 | 3990 | 52812000 |
245 | 30/12/2019 | 5481 | 49224000 | 19285500 | 270343445000 | 3980 | 4030 | 3970 | 3970 | 67738300 |
246 | 02/01/2020 | 8948 | 34855500 | 16742400 | 204757994000 | 3970 | 4000 | 3900 | 3910 | 52094000 |
247 | 03/01/2020 | 7524 | 36112700 | 48710700 | 277295942000 | 3960 | 3980 | 3930 | 3980 | 70032900 |
248 | 06/01/2020 | 6659 | 20737700 | 17506000 | 169443670000 | 3930 | 3970 | 3930 | 3960 | 42908900 |
249 | 07/01/2020 | 6125 | 26195500 | 22647300 | 204199573000 | 3930 | 3970 | 3920 | 3940 | 51837600 |
250 | 08/01/2020 | 7055 | 34096000 | 19744300 | 205267042000 | 3920 | 3950 | 3900 | 3900 | 52402600 |
251 | 09/01/2020 | 7861 | 16622900 | 17861300 | 148405253000 | 3920 | 3970 | 3920 | 3960 | 37580300 |
252 | 10/01/2020 | 5903 | 28428400 | 42807700 | 191275385000 | 3980 | 3990 | 3950 | 3980 | 48099000 |
253 | 13/01/2020 | 6670 | 35044400 | 45958600 | 248325684000 | 4000 | 4030 | 3990 | 4030 | 61913800 |
254 | 14/01/2020 | 10743 | 66607600 | 37052300 | 375744371000 | 3980 | 4000 | 3940 | 3950 | 95058600 |
255 | 15/01/2020 | 16679 | 101524100 | 50116100 | 575777004000 | 3960 | 3960 | 3870 | 3880 | 147583300 |
256 | 16/01/2020 | 14395 | 90973900 | 29977700 | 457601370000 | 3890 | 3890 | 3830 | 3850 | 118903100 |
257 | 17/01/2020 | 16475 | 81198600 | 25582800 | 457351417000 | 3860 | 3870 | 3800 | 3810 | 119904100 |
258 | 20/01/2020 | 9897 | 30435500 | 22956300 | 280827575000 | 3820 | 3840 | 3800 | 3810 | 73599200 |
259 | 21/01/2020 | 10510 | 23671600 | 31456500 | 301916596000 | 3810 | 3900 | 3810 | 3890 | 78014400 |
260 | 22/01/2020 | 7928 | 18159600 | 23516600 | 177418886000 | 3890 | 3890 | 3850 | 3860 | 45839800 |
261 | 23/01/2020 | 4082 | 31095600 | 19864000 | 158582106000 | 3860 | 3880 | 3830 | 3880 | 41077400 |
262 | 24/01/2020 | 5107 | 24207100 | 46770700 | 228477732000 | 3880 | 3930 | 3860 | 3920 | 58524000 |
263 | 27/01/2020 | 5501 | 12717200 | 12425500 | 127742341000 | 3920 | 3920 | 3830 | 3840 | 33081800 |
264 | 28/01/2020 | 7885 | 40370600 | 18387200 | 214550576000 | 3810 | 3840 | 3800 | 3830 | 56210000 |
265 | 29/01/2020 | 6364 | 16720900 | 33334400 | 201664037000 | 3840 | 3900 | 3840 | 3900 | 51929800 |
266 | 30/01/2020 | 5412 | 35077800 | 46202800 | 233945204000 | 3910 | 3910 | 3850 | 3860 | 60391600 |
267 | 31/01/2020 | 9675 | 84751200 | 58679100 | 459460972000 | 3890 | 3890 | 3780 | 3800 | 120447900 |
268 | 03/02/2020 | 11530 | 37623000 | 37529800 | 257796992000 | 3800 | 3820 | 3730 | 3740 | 68360600 |
269 | 04/02/2020 | 8707 | 36403800 | 42418100 | 290449588000 | 3810 | 3810 | 3730 | 3760 | 77259600 |
270 | 05/02/2020 | 8782 | 40219200 | 41106200 | 255439762000 | 3760 | 3780 | 3720 | 3770 | 68150800 |
271 | 06/02/2020 | 6567 | 38158500 | 30063100 | 211946119000 | 3800 | 3800 | 3750 | 3760 | 56261500 |
272 | 07/02/2020 | 4868 | 24841800 | 41406500 | 203296314000 | 3780 | 3820 | 3760 | 3790 | 53578900 |
273 | 10/02/2020 | 8291 | 39251500 | 75317500 | 330656646000 | 3800 | 3850 | 3780 | 3810 | 86588500 |
274 | 11/02/2020 | 5437 | 17180300 | 33956200 | 191372182000 | 3810 | 3830 | 3780 | 3790 | 50248200 |
275 | 12/02/2020 | 4973 | 33194400 | 49920900 | 282263730000 | 3800 | 3850 | 3780 | 3820 | 73840300 |
276 | 13/02/2020 | 7080 | 43214700 | 43870100 | 250132113000 | 3820 | 3830 | 3710 | 3730 | 66699800 |
277 | 14/02/2020 | 10974 | 84269300 | 49550300 | 398715398000 | 3680 | 3730 | 3640 | 3640 | 108793300 |
278 | 17/02/2020 | 8612 | 60447500 | 52704600 | 343535874000 | 3630 | 3660 | 3590 | 3610 | 94887800 |
279 | 18/02/2020 | 7134 | 58120200 | 61348800 | 342836965000 | 3590 | 3660 | 3590 | 3620 | 94382900 |
280 | 19/02/2020 | 7668 | 47164700 | 32654700 | 230182401000 | 3620 | 3640 | 3590 | 3620 | 63717800 |
281 | 20/02/2020 | 7361 | 32046900 | 26185200 | 192168148000 | 3620 | 3650 | 3600 | 3630 | 53035400 |
282 | 21/02/2020 | 8579 | 38303900 | 62534700 | 319797741000 | 3650 | 3710 | 3640 | 3690 | 86862600 |
283 | 24/02/2020 | 7272 | 34064300 | 52959500 | 265950298000 | 3670 | 3720 | 3630 | 3640 | 72610600 |
284 | 25/02/2020 | 10440 | 59823100 | 35174400 | 267426283000 | 3600 | 3670 | 3590 | 3590 | 73990700 |
285 | 26/02/2020 | 14189 | 86002500 | 58443200 | 468448781000 | 3530 | 3550 | 3450 | 3510 | 133449900 |
286 | 27/02/2020 | 11609 | 58091400 | 57578100 | 308519175000 | 3510 | 3550 | 3420 | 3470 | 88389400 |
287 | 28/02/2020 | 13216 | 103242500 | 107300400 | 518883478000 | 3390 | 3490 | 3340 | 3490 | 151751800 |
288 | 02/03/2020 | 11632 | 60784500 | 68904000 | 337937106000 | 3470 | 3550 | 3440 | 3440 | 96802900 |
289 | 03/03/2020 | 12358 | 65429100 | 68471200 | 412371424000 | 3510 | 3660 | 3470 | 3620 | 114698200 |
290 | 04/03/2020 | 11010 | 61681500 | 85674700 | 514953872000 | 3640 | 3840 | 3630 | 3830 | 136081000 |
291 | 05/03/2020 | 14560 | 60297800 | 71574900 | 386160386000 | 3820 | 3880 | 3760 | 3830 | 101235000 |
292 | 06/03/2020 | 9261 | 58786100 | 64600900 | 324010764000 | 3730 | 3790 | 3710 | 3750 | 86476000 |
293 | 09/03/2020 | 10871 | 75549100 | 67121900 | 386589290000 | 3560 | 3620 | 3500 | 3500 | 109347300 |
294 | 10/03/2020 | 13468 | 66239600 | 51329700 | 422626463000 | 3480 | 3620 | 3480 | 3490 | 119718000 |
295 | 11/03/2020 | 12994 | 73826200 | 69640700 | 394732675000 | 3470 | 3480 | 3370 | 3400 | 115486900 |
296 | 12/03/2020 | 10221 | 52193400 | 48903300 | 282550230000 | 3300 | 3440 | 3270 | 3310 | 84363800 |
297 | 13/03/2020 | 19779 | 108038500 | 110131800 | 560378086000 | 3310 | 3310 | 3310 | 3310 | 0 |
298 | 16/03/2020 | 13158 | 84836000 | 41817600 | 367218154000 | 3300 | 3300 | 3160 | 3160 | 115972300 |
299 | 17/03/2020 | 18429 | 95057900 | 75378200 | 444036698000 | 3160 | 3160 | 2940 | 2940 | 150122700 |
300 | 18/03/2020 | 21287 | 100615200 | 84490600 | 426190238000 | 3010 | 3080 | 2740 | 2810 | 150147300 |
301 | 19/03/2020 | 9511 | 103688300 | 75811100 | 364346543000 | 2810 | 2810 | 2620 | 2620 | 138987300 |
302 | 20/03/2020 | 31363 | 182544400 | 162274600 | 743535183000 | 2660 | 2990 | 2450 | 2880 | 267694700 |
303 | 23/03/2020 | 10897 | 54934000 | 45557900 | 232080875000 | 2880 | 2880 | 2680 | 2680 | 86157200 |
304 | 24/03/2020 | 24608 | 169712000 | 138997700 | 653498837000 | 2700 | 2880 | 2570 | 2620 | 243778900 |
305 | 26/03/2020 | 30723 | 147708700 | 166335800 | 783838411000 | 2550 | 3080 | 2550 | 2980 | 267369500 |
306 | 27/03/2020 | 29762 | 111705700 | 119205500 | 634751935000 | 3050 | 3270 | 3050 | 3090 | 200952500 |
307 | 30/03/2020 | 15155 | 62481400 | 71705800 | 406052065000 | 3060 | 3180 | 2880 | 3140 | 134474300 |
308 | 31/03/2020 | 17767 | 87662600 | 89024100 | 481196639000 | 3180 | 3300 | 3120 | 3160 | 151302900 |
309 | 01/04/2020 | 14242 | 65558700 | 53555900 | 325321545000 | 3180 | 3200 | 3040 | 3100 | 104550600 |
310 | 02/04/2020 | 11299 | 70014900 | 49099400 | 286311122000 | 3100 | 3130 | 3020 | 3130 | 92893600 |
311 | 03/04/2020 | 10027 | 45757200 | 50840500 | 265840347000 | 3150 | 3220 | 3120 | 3200 | 83469200 |
312 | 06/04/2020 | 13026 | 60708000 | 77851800 | 375771254000 | 3280 | 3330 | 3180 | 3330 | 115495000 |
313 | 07/04/2020 | 21927 | 102520000 | 69162600 | 541408524000 | 3390 | 3500 | 3200 | 3220 | 166425600 |
314 | 08/04/2020 | 13945 | 81191300 | 71710600 | 386493087000 | 3220 | 3220 | 3050 | 3110 | 124553900 |
315 | 09/04/2020 | 13277 | 90330600 | 86549000 | 383096905000 | 3110 | 3180 | 3030 | 3120 | 122622400 |
316 | 13/04/2020 | 8075 | 22653300 | 25435300 | 144827577000 | 3140 | 3230 | 3130 | 3180 | 45469500 |
317 | 14/04/2020 | 8889 | 53207600 | 53715600 | 253851692000 | 3200 | 3250 | 3160 | 3240 | 79114600 |
318 | 15/04/2020 | 12520 | 45127000 | 34029200 | 220251822000 | 3250 | 3300 | 3090 | 3110 | 69832000 |
319 | 16/04/2020 | 12994 | 93596200 | 71153200 | 331484452000 | 3110 | 3110 | 3000 | 3000 | 109582500 |
320 | 17/04/2020 | 13703 | 63707400 | 85529800 | 408541183000 | 3050 | 3250 | 3050 | 3230 | 127860400 |
321 | 20/04/2020 | 9493 | 51534700 | 38985900 | 245010507000 | 3270 | 3270 | 3120 | 3120 | 77306900 |
322 | 21/04/2020 | 8636 | 30061000 | 25056400 | 133172992000 | 3120 | 3130 | 3050 | 3070 | 43239400 |
323 | 22/04/2020 | 13077 | 80010600 | 81770200 | 401228198000 | 3050 | 3270 | 3030 | 3160 | 126278300 |
324 | 23/04/2020 | 12527 | 89137000 | 58601800 | 371158013000 | 3200 | 3240 | 3070 | 3070 | 117391500 |
325 | 24/04/2020 | 9232 | 59682000 | 43361300 | 261770510000 | 3100 | 3160 | 3080 | 3090 | 84061400 |
326 | 27/04/2020 | 10340 | 56646300 | 54008000 | 270126668000 | 3120 | 3200 | 3100 | 3150 | 85475400 |
327 | 28/04/2020 | 10856 | 62483300 | 50144600 | 253991595000 | 3170 | 3200 | 3140 | 3160 | 80212700 |
328 | 29/04/2020 | 17025 | 72506900 | 95430700 | 511268571000 | 3200 | 3390 | 3100 | 3350 | 154902100 |
329 | 30/04/2020 | 16154 | 93519700 | 130997800 | 566208243000 | 3400 | 3540 | 3350 | 3500 | 163170100 |
330 | 04/05/2020 | 14578 | 78319700 | 42516700 | 361652402000 | 3400 | 3400 | 3260 | 3320 | 108988600 |
331 | 05/05/2020 | 7441 | 51824400 | 30369500 | 246814961000 | 3320 | 3390 | 3320 | 3320 | 74036700 |
332 | 06/05/2020 | 14978 | 66309500 | 39482300 | 280374998000 | 3300 | 3340 | 3220 | 3240 | 86395000 |
333 | 08/05/2020 | 16618 | 115554900 | 74154300 | 458325791000 | 3270 | 3290 | 3150 | 3190 | 143584400 |
334 | 11/05/2020 | 7332 | 27070600 | 19429600 | 188957404000 | 3220 | 3250 | 3210 | 3220 | 58473100 |
335 | 12/05/2020 | 20689 | 89878800 | 82412300 | 439031596000 | 3270 | 3270 | 3100 | 3150 | 138978700 |
336 | 13/05/2020 | 10007 | 30502700 | 36121500 | 229334259000 | 3150 | 3170 | 3080 | 3160 | 73238700 |
337 | 14/05/2020 | 14169 | 51084700 | 33034000 | 314038586000 | 3110 | 3140 | 3060 | 3070 | 101581300 |
338 | 15/05/2020 | 11786 | 84040500 | 59206600 | 353510729000 | 3100 | 3130 | 3020 | 3100 | 114753900 |
339 | 18/05/2020 | 12040 | 55840200 | 72845700 | 346753477000 | 3100 | 3220 | 3100 | 3220 | 108828800 |
340 | 19/05/2020 | 13092 | 30064900 | 42594100 | 319850407000 | 3250 | 3330 | 3250 | 3270 | 97387100 |
341 | 20/05/2020 | 11165 | 47955700 | 38906300 | 243427055000 | 3200 | 3260 | 3180 | 3180 | 76086600 |
342 | 26/05/2020 | 13131 | 67443600 | 67584400 | 341097556000 | 3150 | 3280 | 3130 | 3250 | 105792900 |
343 | 27/05/2020 | 21539 | 93251100 | 41653600 | 408384151000 | 3250 | 3270 | 3150 | 3170 | 128693900 |
344 | 28/05/2020 | 21569 | 103541600 | 82101100 | 561051551000 | 3180 | 3210 | 3130 | 3130 | 177385100 |
345 | 29/05/2020 | 24416 | 206843600 | 165551200 | 864677700000 | 3100 | 3150 | 3080 | 3150 | 276092100 |
346 | 02/06/2020 | 23247 | 76863200 | 98326400 | 563584260000 | 3160 | 3270 | 3120 | 3250 | 174790600 |
347 | 03/06/2020 | 21783 | 98805200 | 122070300 | 708318985000 | 3280 | 3320 | 3230 | 3290 | 216200900 |
348 | 04/06/2020 | 21874 | 66628400 | 94906400 | 558275806000 | 3320 | 3390 | 3250 | 3300 | 167708600 |
349 | 05/06/2020 | 22255 | 138467500 | 64577400 | 611474693000 | 3360 | 3360 | 3200 | 3230 | 188420700 |
350 | 08/06/2020 | 25358 | 148873800 | 71502100 | 719540159000 | 3250 | 3290 | 3220 | 3230 | 221641600 |
351 | 09/06/2020 | 21400 | 113327800 | 49689600 | 550556142000 | 3250 | 3270 | 3140 | 3140 | 171214500 |
352 | 10/06/2020 | 28580 | 188324600 | 91372000 | 826608898000 | 3150 | 3190 | 3100 | 3110 | 263483700 |
353 | 11/06/2020 | 21348 | 118736500 | 42780800 | 543394787000 | 3120 | 3150 | 3060 | 3080 | 175767800 |
354 | 12/06/2020 | 29218 | 182595800 | 31095800 | 787473296000 | 3080 | 3080 | 2970 | 3030 | 260087300 |
355 | 15/06/2020 | 30777 | 96759900 | 30442500 | 749803833000 | 3060 | 3150 | 3030 | 3090 | 241625700 |
356 | 16/06/2020 | 24246 | 85593900 | 28038300 | 619147621000 | 3150 | 3220 | 3130 | 3200 | 194424800 |
357 | 17/06/2020 | 15942 | 99504300 | 76738500 | 566920510000 | 3210 | 3230 | 3140 | 3210 | 177784900 |
358 | 18/06/2020 | 31221 | 28386800 | 100993800 | 777660743000 | 3210 | 3350 | 3180 | 3280 | 235586600 |
359 | 19/06/2020 | 18976 | 136556000 | 80384200 | 746665645000 | 3300 | 3340 | 3250 | 3280 | 227358800 |
360 | 22/06/2020 | 23185 | 73353300 | 18290000 | 514052364000 | 3290 | 3300 | 3180 | 3200 | 159776500 |
361 | 23/06/2020 | 21724 | 104471700 | 23423600 | 526514903000 | 3200 | 3200 | 3120 | 3130 | 167271000 |
362 | 24/06/2020 | 18707 | 75877400 | 36610800 | 543986790000 | 3150 | 3230 | 3140 | 3180 | 170895600 |
363 | 25/06/2020 | 16546 | 38455800 | 18835200 | 320127357000 | 3160 | 3220 | 3140 | 3160 | 100882600 |
364 | 26/06/2020 | 11745 | 54979400 | 23459000 | 322195677000 | 3190 | 3220 | 3180 | 3190 | 100784500 |
365 | 29/06/2020 | 17270 | 69330000 | 30133900 | 498271222000 | 3200 | 3250 | 3160 | 3180 | 156613200 |
366 | 30/06/2020 | 41190 | 117381200 | 46306200 | 791675287000 | 3090 | 3100 | 3050 | 3050 | 258068400 |
367 | 01/07/2020 | 22228 | 86760100 | 44825200 | 449496262000 | 3070 | 3100 | 3010 | 3040 | 148037400 |
368 | 02/07/2020 | 17500 | 50399000 | 77581900 | 555039877000 | 3040 | 3140 | 3040 | 3140 | 178357900 |
369 | 03/07/2020 | 14481 | 24882600 | 38675300 | 320326280000 | 3150 | 3180 | 3110 | 3120 | 102033100 |
370 | 06/07/2020 | 30527 | 174334600 | 78819800 | 766950510000 | 3130 | 3150 | 3040 | 3050 | 248572600 |
371 | 07/07/2020 | 16849 | 57712500 | 105129300 | 523070018000 | 3060 | 3120 | 3050 | 3120 | 169104200 |
372 | 08/07/2020 | 16212 | 60820500 | 44501800 | 496348288000 | 3130 | 3160 | 3110 | 3150 | 158166300 |
373 | 09/07/2020 | 16578 | 47644700 | 59318900 | 397574185000 | 3170 | 3190 | 3110 | 3110 | 125940800 |
374 | 10/07/2020 | 11288 | 39514000 | 33603800 | 296644406000 | 3110 | 3130 | 3100 | 3110 | 95422400 |
375 | 13/07/2020 | 12387 | 42584600 | 19995200 | 240669857000 | 3120 | 3130 | 3080 | 3090 | 77733900 |
376 | 14/07/2020 | 15856 | 90589300 | 39499200 | 343796958000 | 3100 | 3110 | 3070 | 3080 | 111442600 |
377 | 15/07/2020 | 10843 | 64816100 | 50984700 | 317134215000 | 3120 | 3130 | 3080 | 3090 | 102304100 |
378 | 16/07/2020 | 8035 | 55409300 | 64466100 | 284639665000 | 3090 | 3110 | 3080 | 3100 | 91951000 |
379 | 17/07/2020 | 15099 | 90242100 | 23141000 | 346262492000 | 3100 | 3110 | 3060 | 3060 | 112416300 |
380 | 20/07/2020 | 11923 | 31437300 | 24542100 | 198083137000 | 3080 | 3080 | 3040 | 3060 | 64735500 |
381 | 21/07/2020 | 11347 | 54385600 | 37065200 | 312293261000 | 3050 | 3110 | 3050 | 3060 | 101283800 |
382 | 22/07/2020 | 10683 | 23934900 | 28971000 | 213537350000 | 3070 | 3090 | 3060 | 3070 | 69462100 |
383 | 23/07/2020 | 9908 | 31454900 | 12793400 | 216912852000 | 3070 | 3090 | 3060 | 3070 | 70482100 |
384 | 24/07/2020 | 28087 | 73423600 | 7348500 | 416780561000 | 3080 | 3080 | 3020 | 3020 | 137265100 |
385 | 27/07/2020 | 8862 | 28882500 | 15172800 | 178311150000 | 3020 | 3050 | 3020 | 3040 | 58708800 |
386 | 28/07/2020 | 15883 | 70198100 | 41414400 | 310251724000 | 3050 | 3050 | 3010 | 3020 | 102705300 |
387 | 29/07/2020 | 19378 | 51187200 | 41102200 | 344924322000 | 3030 | 3050 | 3000 | 3000 | 114352000 |
388 | 30/07/2020 | 11898 | 41436000 | 61228900 | 290441720000 | 3040 | 3050 | 3000 | 3050 | 95785000 |
389 | 03/08/2020 | 43883 | 117200100 | 25913700 | 748551564000 | 3060 | 3060 | 2850 | 2920 | 255659800 |
390 | 04/08/2020 | 15845 | 47742500 | 37005900 | 282968271000 | 2970 | 2970 | 2920 | 2950 | 96018000 |
391 | 05/08/2020 | 16996 | 33845400 | 18967600 | 361365300000 | 2960 | 3040 | 2920 | 3020 | 120719100 |
392 | 06/08/2020 | 14037 | 37551200 | 23441600 | 216487367000 | 3050 | 3050 | 3000 | 3020 | 71699000 |
393 | 07/08/2020 | 15884 | 34869200 | 30361400 | 234185893000 | 3020 | 3030 | 2970 | 2980 | 78347200 |
394 | 10/08/2020 | 14280 | 41432900 | 8080100 | 195690095000 | 3000 | 3020 | 2970 | 2970 | 65485400 |
395 | 11/08/2020 | 31436 | 119445700 | 19027800 | 517639688000 | 2980 | 3000 | 2930 | 2930 | 175693000 |
396 | 12/08/2020 | 18090 | 61556400 | 22195200 | 327065869000 | 2930 | 2960 | 2920 | 2950 | 110934800 |
397 | 13/08/2020 | 18270 | 49574800 | 55824300 | 482278199000 | 2950 | 3020 | 2950 | 3010 | 160906600 |
398 | 14/08/2020 | 12215 | 31451700 | 33183400 | 281140048000 | 3020 | 3040 | 3000 | 3030 | 93007500 |
399 | 18/08/2020 | 14849 | 78652500 | 51119500 | 424050147000 | 3030 | 3060 | 3000 | 3050 | 139358500 |
400 | 19/08/2020 | 14413 | 69745600 | 14409400 | 313550662000 | 3050 | 3050 | 3000 | 3000 | 103980600 |
401 | 24/08/2020 | 13282 | 55620700 | 28556800 | 230385811000 | 3010 | 3020 | 2990 | 3000 | 76713900 |
402 | 25/08/2020 | 14902 | 70723500 | 32493700 | 299343641000 | 3010 | 3010 | 2980 | 2980 | 100013600 |
403 | 26/08/2020 | 16287 | 50817400 | 35110500 | 370155454000 | 2980 | 3050 | 2980 | 3020 | 122465300 |
404 | 27/08/2020 | 17599 | 87531100 | 23998700 | 307411134000 | 3020 | 3040 | 2970 | 2990 | 102787800 |
405 | 28/08/2020 | 28273 | 112612300 | 9711900 | 474978545000 | 2990 | 2990 | 2940 | 2960 | 160569500 |
406 | 31/08/2020 | 36999 | 128252500 | 44271800 | 592975870000 | 2960 | 2980 | 2860 | 2860 | 204261100 |
407 | 01/09/2020 | 16784 | 50083100 | 23209700 | 261891301000 | 2900 | 2910 | 2860 | 2900 | 90565400 |
408 | 02/09/2020 | 13904 | 41288000 | 39516300 | 316326654000 | 2900 | 2970 | 2900 | 2950 | 107589800 |
409 | 03/09/2020 | 18989 | 76695400 | 39873100 | 357853068000 | 2950 | 2960 | 2880 | 2900 | 123106100 |
410 | 04/09/2020 | 20737 | 72363200 | 52164000 | 410859591000 | 2850 | 2890 | 2840 | 2860 | 143569100 |
411 | 07/09/2020 | 10530 | 18769300 | 19100100 | 179848028000 | 2870 | 2910 | 2870 | 2900 | 62206600 |
412 | 08/09/2020 | 13621 | 56932800 | 12259400 | 229798978000 | 2890 | 2900 | 2860 | 2860 | 80068200 |
413 | 09/09/2020 | 21650 | 56652000 | 27147700 | 305312262000 | 2850 | 2860 | 2800 | 2800 | 108397400 |
414 | 10/09/2020 | 32536 | 128525200 | 133773000 | 774051968000 | 2800 | 2800 | 2620 | 2700 | 287496300 |
415 | 11/09/2020 | 24439 | 81890300 | 53020900 | 546309697000 | 2670 | 2840 | 2650 | 2810 | 197756800 |
416 | 14/09/2020 | 14708 | 58895900 | 65202700 | 366224412000 | 2830 | 2890 | 2820 | 2890 | 127562700 |
417 | 15/09/2020 | 15397 | 69403000 | 51201200 | 301371719000 | 2890 | 2900 | 2810 | 2830 | 106215900 |
418 | 16/09/2020 | 12463 | 45608400 | 25794800 | 190279684000 | 2810 | 2830 | 2770 | 2790 | 68113400 |
419 | 17/09/2020 | 11616 | 45845300 | 66616600 | 273962549000 | 2810 | 2850 | 2780 | 2820 | 97257400 |
420 | 18/09/2020 | 12278 | 94684500 | 115558600 | 465994571000 | 2850 | 2890 | 2840 | 2890 | 162116700 |
421 | 21/09/2020 | 14954 | 60878800 | 51693500 | 284882824000 | 2890 | 2910 | 2800 | 2810 | 100305100 |
422 | 22/09/2020 | 9973 | 41835100 | 36877000 | 211538842000 | 2790 | 2810 | 2750 | 2780 | 75891600 |
423 | 23/09/2020 | 11915 | 49164000 | 57311900 | 238030672000 | 2770 | 2810 | 2740 | 2800 | 85953300 |
424 | 24/09/2020 | 10653 | 41319400 | 15730900 | 203372149000 | 2750 | 2760 | 2710 | 2730 | 74516800 |
425 | 25/09/2020 | 22798 | 139330100 | 48997300 | 487971997000 | 2720 | 2740 | 2670 | 2690 | 180968900 |
426 | 28/09/2020 | 13760 | 57985400 | 23316300 | 239304621000 | 2710 | 2730 | 2660 | 2660 | 89256700 |
427 | 29/09/2020 | 19199 | 98448200 | 62123600 | 413001503000 | 2690 | 2690 | 2630 | 2630 | 155853900 |
428 | 30/09/2020 | 29155 | 162390500 | 72368800 | 607893044000 | 2630 | 2650 | 2540 | 2560 | 235611600 |
429 | 01/10/2020 | 24994 | 51717200 | 100201700 | 607404867000 | 2600 | 2760 | 2600 | 2750 | 225006000 |
430 | 02/10/2020 | 18353 | 49331000 | 41558000 | 376857295000 | 2750 | 2750 | 2650 | 2680 | 140161900 |
431 | 05/10/2020 | 12634 | 91096000 | 59883000 | 331513664000 | 2690 | 2710 | 2640 | 2650 | 124720200 |
432 | 06/10/2020 | 15406 | 109075400 | 73331800 | 397265597000 | 2680 | 2700 | 2620 | 2650 | 148977400 |
433 | 07/10/2020 | 11140 | 83364400 | 82184900 | 292316839000 | 2650 | 2670 | 2620 | 2660 | 110186000 |
434 | 08/10/2020 | 17347 | 86433300 | 70162300 | 415550953000 | 2670 | 2720 | 2650 | 2700 | 154587800 |
435 | 09/10/2020 | 11000 | 50054300 | 51896400 | 297338771000 | 2710 | 2750 | 2700 | 2730 | 109122300 |
436 | 12/10/2020 | 15348 | 38215700 | 34976200 | 211295900000 | 2750 | 2760 | 2710 | 2730 | 77479100 |
437 | 13/10/2020 | 13170 | 43076900 | 32617400 | 263141980000 | 2730 | 2740 | 2680 | 2730 | 97205500 |
438 | 14/10/2020 | 21279 | 55611700 | 58073200 | 509043256000 | 2730 | 2830 | 2710 | 2810 | 183236500 |
439 | 15/10/2020 | 19526 | 60574600 | 75480000 | 388423080000 | 2800 | 2850 | 2760 | 2780 | 138462900 |
440 | 16/10/2020 | 12771 | 109988100 | 58064600 | 370868726000 | 2780 | 2780 | 2720 | 2750 | 135175000 |
441 | 19/10/2020 | 19603 | 142934600 | 38906100 | 514781884000 | 2800 | 2810 | 2710 | 2710 | 187840500 |
442 | 20/10/2020 | 21872 | 114035600 | 61045600 | 453182304000 | 2710 | 2740 | 2670 | 2670 | 168211100 |
443 | 21/10/2020 | 15882 | 96908200 | 64299400 | 381697147000 | 2680 | 2710 | 2670 | 2680 | 142146300 |
444 | 22/10/2020 | 13828 | 220555900 | 187660700 | 691638483000 | 2670 | 2720 | 2650 | 2700 | 257179400 |
445 | 23/10/2020 | 25469 | 119554300 | 25851900 | 441821765000 | 2710 | 2720 | 2630 | 2630 | 166356000 |
446 | 26/10/2020 | 14414 | 59590400 | 39666000 | 258851379000 | 2630 | 2680 | 2630 | 2650 | 97523200 |
447 | 27/10/2020 | 24649 | 89770200 | 33728000 | 386562969000 | 2640 | 2690 | 2620 | 2620 | 146366600 |
448 | 02/11/2020 | 42487 | 300226200 | 139006000 | 1009257708000 | 2590 | 2620 | 2550 | 2560 | 391510600 |
449 | 03/11/2020 | 19232 | 131883700 | 55286500 | 485901163000 | 2570 | 2590 | 2540 | 2580 | 188874000 |
450 | 04/11/2020 | 20258 | 32338600 | 35559700 | 393130579000 | 2600 | 2640 | 2580 | 2580 | 150678200 |
451 | 05/11/2020 | 45101 | 43642100 | 98085400 | 1007117715000 | 2630 | 2810 | 2620 | 2770 | 369260400 |
452 | 06/11/2020 | 30912 | 39776700 | 71503700 | 684452047000 | 2800 | 2840 | 2750 | 2830 | 243865800 |
453 | 09/11/2020 | 27334 | 45204200 | 59317800 | 597185516000 | 2860 | 2900 | 2840 | 2880 | 208192700 |
454 | 10/11/2020 | 27057 | 83700500 | 62100600 | 564583344000 | 2950 | 2950 | 2860 | 2860 | 195337300 |
455 | 11/11/2020 | 53783 | 62178300 | 245729000 | 1450167406000 | 2900 | 3100 | 2880 | 3080 | 480530200 |
456 | 12/11/2020 | 24966 | 37644700 | 70450700 | 515957216000 | 3080 | 3080 | 3010 | 3040 | 169609900 |
457 | 13/11/2020 | 27125 | 83469900 | 46070900 | 556957194000 | 3010 | 3010 | 2950 | 2990 | 186708800 |
458 | 16/11/2020 | 20043 | 65945100 | 96164400 | 631045885000 | 3040 | 3100 | 3020 | 3070 | 206145500 |
459 | 17/11/2020 | 53915 | 71337000 | 250492300 | 1685068363000 | 3100 | 3270 | 3100 | 3220 | 527501800 |
460 | 18/11/2020 | 33139 | 93856600 | 109656900 | 763772319000 | 3200 | 3250 | 3160 | 3180 | 239122600 |
461 | 19/11/2020 | 19605 | 67733800 | 69969000 | 590530457000 | 3150 | 3220 | 3140 | 3170 | 185558800 |
462 | 20/11/2020 | 21894 | 71120700 | 84088900 | 682060478000 | 3190 | 3270 | 3180 | 3220 | 211892500 |
463 | 23/11/2020 | 28869 | 73403000 | 107626400 | 859676824000 | 3230 | 3340 | 3220 | 3320 | 260752200 |
464 | 24/11/2020 | 21842 | 79380400 | 106809700 | 696319208000 | 3350 | 3380 | 3330 | 3350 | 207503900 |
465 | 25/11/2020 | 31479 | 104081200 | 115344300 | 842671214000 | 3370 | 3390 | 3280 | 3280 | 253156200 |
466 | 26/11/2020 | 35354 | 62374300 | 252828800 | 1275534468000 | 3280 | 3480 | 3280 | 3470 | 374185400 |
467 | 27/11/2020 | 24672 | 59629900 | 77244900 | 566722930000 | 3480 | 3500 | 3420 | 3460 | 163651600 |
468 | 30/11/2020 | 62929 | 389760500 | 226615600 | 2047669428000 | 3460 | 3470 | 3220 | 3230 | 624142600 |
469 | 01/12/2020 | 35513 | 127685800 | 60264200 | 902751850000 | 3230 | 3320 | 3160 | 3240 | 277929200 |
470 | 02/12/2020 | 20583 | 77874100 | 85596200 | 617616933000 | 3270 | 3330 | 3240 | 3330 | 187276600 |
471 | 03/12/2020 | 19963 | 46007900 | 39395100 | 402076375000 | 3330 | 3360 | 3280 | 3300 | 121434200 |
472 | 04/12/2020 | 26143 | 83270900 | 44589700 | 552885836000 | 3270 | 3280 | 3210 | 3250 | 170418900 |
473 | 07/12/2020 | 22285 | 59130100 | 39548300 | 578365920000 | 3280 | 3330 | 3260 | 3330 | 175436900 |
474 | 08/12/2020 | 18193 | 35738400 | 27972400 | 376395243000 | 3350 | 3350 | 3290 | 3300 | 113775100 |
475 | 10/12/2020 | 26660 | 135946000 | 94359400 | 750101871000 | 3270 | 3290 | 3250 | 3260 | 229380200 |
476 | 11/12/2020 | 15737 | 87854400 | 79785100 | 507065904000 | 3270 | 3330 | 3250 | 3280 | 154365400 |
477 | 14/12/2020 | 33954 | 157712100 | 94432100 | 929889019000 | 3300 | 3340 | 3250 | 3320 | 281474900 |
478 | 15/12/2020 | 60202 | 66741200 | 100434200 | 1405436584000 | 3320 | 3490 | 3290 | 3450 | 410175700 |
479 | 16/12/2020 | 63148 | 78585400 | 117905800 | 1635484331000 | 3500 | 3640 | 3500 | 3610 | 455088400 |
480 | 17/12/2020 | 49384 | 81340900 | 46089800 | 889442795000 | 3610 | 3620 | 3520 | 3540 | 249797800 |
481 | 18/12/2020 | 32871 | 97255800 | 52911700 | 660019934000 | 3500 | 3540 | 3500 | 3510 | 187856600 |
482 | 21/12/2020 | 37016 | 52011700 | 52816300 | 951549742000 | 3530 | 3610 | 3510 | 3520 | 267970200 |
483 | 22/12/2020 | 39390 | 64324600 | 52235700 | 1068636757000 | 3500 | 3540 | 3340 | 3360 | 311860000 |
484 | 23/12/2020 | 28932 | 48761600 | 37423800 | 798604157000 | 3350 | 3420 | 3240 | 3320 | 240067600 |
485 | 28/12/2020 | 23955 | 25144600 | 27876600 | 603222206000 | 3370 | 3460 | 3280 | 3430 | 178138100 |
486 | 29/12/2020 | 24240 | 22886600 | 36920900 | 639591192000 | 3500 | 3530 | 3400 | 3420 | 184525500 |
487 | 30/12/2020 | 24959 | 21072300 | 34724100 | 505566098000 | 3420 | 3420 | 3310 | 3310 | 150844500 |
488 | 04/01/2021 | 23194 | 38644900 | 55600300 | 563857181000 | 3320 | 3500 | 3310 | 3490 | 165339800 |
489 | 05/01/2021 | 21805 | 55632600 | 74817100 | 545584390000 | 3480 | 3480 | 3420 | 3470 | 157800700 |
490 | 06/01/2021 | 27880 | 62043100 | 57381000 | 603614531000 | 3470 | 3490 | 3330 | 3370 | 177877900 |
491 | 07/01/2021 | 18811 | 39709200 | 56288900 | 477459557000 | 3390 | 3450 | 3380 | 3390 | 140221900 |
492 | 08/01/2021 | 59195 | 63642700 | 215487500 | 1749532317000 | 3450 | 3620 | 3440 | 3570 | 492643700 |
493 | 11/01/2021 | 31041 | 55349000 | 139021100 | 975125966000 | 3590 | 3640 | 3570 | 3600 | 271231200 |
494 | 12/01/2021 | 33140 | 60638600 | 38919300 | 672225127000 | 3600 | 3620 | 3500 | 3510 | 189779500 |
495 | 13/01/2021 | 28956 | 36401500 | 56149500 | 567335436000 | 3550 | 3550 | 3460 | 3480 | 162329300 |
496 | 14/01/2021 | 24506 | 59571900 | 76644200 | 660287178000 | 3480 | 3590 | 3470 | 3500 | 187448400 |
497 | 15/01/2021 | 22627 | 49725200 | 51519900 | 464957847000 | 3510 | 3540 | 3450 | 3480 | 133304300 |
498 | 18/01/2021 | 26736 | 33647500 | 31535000 | 481535544000 | 3480 | 3520 | 3430 | 3450 | 138913100 |
499 | 19/01/2021 | 24729 | 39624900 | 41804100 | 492229885000 | 3470 | 3490 | 3370 | 3410 | 144100700 |
500 | 20/01/2021 | 16554 | 42929100 | 40629300 | 400452406000 | 3420 | 3480 | 3380 | 3470 | 116098100 |
501 | 21/01/2021 | 16100 | 29236100 | 46642700 | 284885828000 | 3500 | 3520 | 3460 | 3480 | 81801900 |
502 | 22/01/2021 | 30219 | 82660500 | 50484100 | 560334645000 | 3420 | 3440 | 3360 | 3390 | 165024200 |
503 | 25/01/2021 | 19595 | 54071900 | 50413000 | 397034284000 | 3370 | 3410 | 3310 | 3370 | 118131800 |
504 | 26/01/2021 | 25938 | 40894900 | 32220600 | 368529233000 | 3360 | 3390 | 3260 | 3260 | 111414500 |
505 | 27/01/2021 | 26134 | 43209000 | 83991400 | 529692442000 | 3340 | 3380 | 3260 | 3380 | 159144700 |
506 | 28/01/2021 | 27724 | 52595200 | 37754100 | 465999167000 | 3280 | 3330 | 3230 | 3240 | 142648800 |
507 | 29/01/2021 | 30027 | 96985200 | 82363400 | 607723135000 | 3290 | 3290 | 3110 | 3110 | 191915100 |
508 | 01/02/2021 | 26504 | 42371100 | 62925100 | 422903012000 | 3130 | 3250 | 3040 | 3230 | 133929600 |
509 | 02/02/2021 | 20289 | 39601300 | 62983400 | 376849898000 | 3300 | 3330 | 3250 | 3270 | 114734600 |
510 | 03/02/2021 | 15615 | 40249200 | 48377200 | 282868611000 | 3250 | 3330 | 3220 | 3240 | 86433900 |
511 | 04/02/2021 | 12219 | 20942200 | 62781800 | 264417902000 | 3270 | 3330 | 3260 | 3290 | 80319500 |
512 | 05/02/2021 | 9881 | 24987000 | 20121900 | 173331120000 | 3320 | 3320 | 3270 | 3290 | 52630500 |
513 | 08/02/2021 | 20347 | 36979500 | 43467800 | 320444529000 | 3300 | 3370 | 3270 | 3280 | 96635600 |
514 | 09/02/2021 | 35658 | 89649100 | 56771900 | 508317144000 | 3250 | 3300 | 3180 | 3200 | 157479200 |
515 | 10/02/2021 | 25678 | 78459600 | 79052400 | 399423486000 | 3180 | 3220 | 3160 | 3190 | 125221400 |
516 | 11/02/2021 | 17423 | 17438600 | 29459800 | 254850329000 | 3220 | 3230 | 3170 | 3190 | 79940700 |
517 | 15/02/2021 | 15697 | 48254000 | 49834600 | 286734230000 | 3200 | 3260 | 3200 | 3220 | 88883300 |
518 | 16/02/2021 | 16674 | 43265700 | 45023700 | 263362749000 | 3200 | 3250 | 3190 | 3210 | 82026300 |
519 | 17/02/2021 | 27727 | 57789700 | 60267000 | 385869754000 | 3220 | 3250 | 3140 | 3150 | 121105300 |
520 | 18/02/2021 | 18677 | 43973400 | 88534600 | 486825565000 | 3190 | 3270 | 3180 | 3180 | 151200300 |
521 | 19/02/2021 | 11895 | 30980300 | 45474600 | 201850863000 | 3180 | 3220 | 3170 | 3210 | 63214600 |
522 | 22/02/2021 | 18718 | 62697100 | 61882100 | 321726859000 | 3210 | 3240 | 3170 | 3170 | 100425500 |
523 | 23/02/2021 | 57545 | 28408600 | 209256400 | 1198020214000 | 3200 | 3480 | 3200 | 3470 | 354966200 |
524 | 24/02/2021 | 43013 | 77244500 | 165321100 | 1059492220000 | 3490 | 3550 | 3460 | 3480 | 303017100 |
525 | 25/02/2021 | 26497 | 114666000 | 174883900 | 794537527000 | 3510 | 3570 | 3450 | 3490 | 226833000 |
526 | 26/02/2021 | 21078 | 101925800 | 185364000 | 799268461000 | 3450 | 3510 | 3410 | 3490 | 230007700 |
527 | 01/03/2021 | 13804 | 55731100 | 51273000 | 319043638000 | 3490 | 3510 | 3470 | 3490 | 91513500 |
528 | 02/03/2021 | 24217 | 124691500 | 141309900 | 586130524000 | 3490 | 3500 | 3440 | 3460 | 169061400 |
529 | 03/03/2021 | 10923 | 48583000 | 68194600 | 284321087000 | 3480 | 3480 | 3420 | 3440 | 82610700 |
530 | 04/03/2021 | 18431 | 95772400 | 88940300 | 480459618000 | 3420 | 3430 | 3350 | 3360 | 142322100 |
531 | 05/03/2021 | 14407 | 93291200 | 92177100 | 429121334000 | 3340 | 3370 | 3320 | 3320 | 128546000 |
532 | 08/03/2021 | 9466 | 44400100 | 45325100 | 268310587000 | 3360 | 3400 | 3330 | 3340 | 80094900 |
533 | 09/03/2021 | 14287 | 81173300 | 71219800 | 365110439000 | 3370 | 3390 | 3280 | 3290 | 110090800 |
534 | 10/03/2021 | 14167 | 38172900 | 42620300 | 309910107000 | 3340 | 3420 | 3310 | 3400 | 91631900 |
535 | 12/03/2021 | 15837 | 49934200 | 64252300 | 345771860000 | 3440 | 3480 | 3430 | 3450 | 100195200 |
536 | 15/03/2021 | 11489 | 28386300 | 28456400 | 170078936000 | 3440 | 3450 | 3380 | 3380 | 50077300 |
537 | 16/03/2021 | 12047 | 39791200 | 33561400 | 203197837000 | 3400 | 3410 | 3360 | 3360 | 60111200 |
538 | 17/03/2021 | 8676 | 33332600 | 46919200 | 209472939000 | 3410 | 3430 | 3370 | 3390 | 61701400 |
539 | 18/03/2021 | 12410 | 44163400 | 53569500 | 352028592000 | 3450 | 3480 | 3430 | 3450 | 101896400 |
540 | 19/03/2021 | 12036 | 118074700 | 107942400 | 479112004000 | 3410 | 3440 | 3380 | 3440 | 140000000 |
541 | 22/03/2021 | 8172 | 27204200 | 29737400 | 183303813000 | 3440 | 3440 | 3380 | 3380 | 53870300 |
542 | 23/03/2021 | 9031 | 30524900 | 22235100 | 186572251000 | 3390 | 3420 | 3350 | 3360 | 55323200 |
543 | 24/03/2021 | 8049 | 24044600 | 51893100 | 226384608000 | 3320 | 3390 | 3320 | 3370 | 67173200 |
544 | 25/03/2021 | 11126 | 44595900 | 70190000 | 366148764000 | 3400 | 3430 | 3380 | 3410 | 107607200 |
545 | 26/03/2021 | 16678 | 31910200 | 82041400 | 368620014000 | 3410 | 3500 | 3390 | 3490 | 106810400 |
546 | 29/03/2021 | 13854 | 39700800 | 46714500 | 248505307000 | 3470 | 3490 | 3400 | 3410 | 72214100 |
547 | 30/03/2021 | 10813 | 35905100 | 33156100 | 224654784000 | 3420 | 3430 | 3360 | 3380 | 66491800 |
548 | 01/04/2021 | 10831 | 51348000 | 47991700 | 249347239000 | 3390 | 3440 | 3380 | 3390 | 73332000 |
549 | 05/04/2021 | 7017 | 14961700 | 20164300 | 122225178000 | 3430 | 3430 | 3370 | 3380 | 36029200 |
550 | 06/04/2021 | 9229 | 29625800 | 25297000 | 137060492000 | 3400 | 3410 | 3370 | 3370 | 40566400 |
551 | 07/04/2021 | 12225 | 64684300 | 48531700 | 288481362000 | 3410 | 3430 | 3380 | 3400 | 84754300 |
552 | 08/04/2021 | 8605 | 41775600 | 46587900 | 200094686000 | 3380 | 3400 | 3380 | 3390 | 59079700 |
553 | 09/04/2021 | 10158 | 36927700 | 22364900 | 191642969000 | 3390 | 3390 | 3360 | 3360 | 56861400 |
554 | 12/04/2021 | 11286 | 50676400 | 51211700 | 263252668000 | 3340 | 3390 | 3300 | 3310 | 79003200 |
555 | 13/04/2021 | 10081 | 34358300 | 38759200 | 170429186000 | 3340 | 3340 | 3300 | 3330 | 51300200 |
556 | 14/04/2021 | 7724 | 35176300 | 31030600 | 175452959000 | 3360 | 3360 | 3320 | 3340 | 52587500 |
557 | 15/04/2021 | 8309 | 48009100 | 54359000 | 219542667000 | 3340 | 3360 | 3320 | 3360 | 65669100 |
558 | 16/04/2021 | 6925 | 30958400 | 38035300 | 175702865000 | 3370 | 3370 | 3320 | 3360 | 52517800 |
559 | 19/04/2021 | 8137 | 24518400 | 31651600 | 150107269000 | 3330 | 3360 | 3330 | 3340 | 44899700 |
560 | 20/04/2021 | 8009 | 29872600 | 40488300 | 184718559000 | 3330 | 3350 | 3300 | 3320 | 55700100 |
561 | 21/04/2021 | 8914 | 37709300 | 24333500 | 155345259000 | 3290 | 3330 | 3280 | 3280 | 47167800 |
562 | 22/04/2021 | 9389 | 24727500 | 45249200 | 182334165000 | 3290 | 3340 | 3290 | 3330 | 54970000 |
563 | 23/04/2021 | 6920 | 25464400 | 24337100 | 131517763000 | 3330 | 3330 | 3290 | 3310 | 39798400 |
564 | 26/04/2021 | 15273 | 30652400 | 19470000 | 179747886000 | 3280 | 3300 | 3250 | 3250 | 55076200 |
565 | 27/04/2021 | 28795 | 93529500 | 44869100 | 529675527000 | 3240 | 3250 | 3140 | 3160 | 166985400 |
566 | 28/04/2021 | 19832 | 69818600 | 45398100 | 288244472000 | 3160 | 3170 | 3130 | 3140 | 91596300 |
567 | 29/04/2021 | 18682 | 58458700 | 38695400 | 354095346000 | 3150 | 3210 | 3140 | 3200 | 111785100 |
568 | 30/04/2021 | 17147 | 88782900 | 71447000 | 462740374000 | 3220 | 3260 | 3200 | 3200 | 143840800 |
569 | 03/05/2021 | 22620 | 68215900 | 78977200 | 393842484000 | 3200 | 3210 | 3130 | 3170 | 124724400 |
570 | 04/05/2021 | 11347 | 27556900 | 47576800 | 192104849000 | 3180 | 3210 | 3170 | 3210 | 60180600 |
571 | 05/05/2021 | 11875 | 58831400 | 64679400 | 244735001000 | 3210 | 3210 | 3180 | 3200 | 76480300 |
572 | 06/05/2021 | 14613 | 65953900 | 71090500 | 292089132000 | 3200 | 3200 | 3150 | 3190 | 91955600 |
573 | 07/05/2021 | 13688 | 68502200 | 81502100 | 313828265000 | 3200 | 3220 | 3180 | 3190 | 98099900 |
574 | 10/05/2021 | 13631 | 86889100 | 66530700 | 331157067000 | 3190 | 3200 | 3160 | 3170 | 104121900 |
575 | 11/05/2021 | 17904 | 66695500 | 67265400 | 299743836000 | 3170 | 3200 | 3150 | 3180 | 94281900 |
576 | 17/05/2021 | 21033 | 86108700 | 84525000 | 361617159000 | 3190 | 3190 | 3150 | 3190 | 114071400 |
577 | 18/05/2021 | 10659 | 49213100 | 54459900 | 244984006000 | 3190 | 3190 | 3150 | 3180 | 77310400 |
578 | 19/05/2021 | 11045 | 24997400 | 23821700 | 155379863000 | 3150 | 3220 | 3150 | 3160 | 48958100 |
579 | 20/05/2021 | 29157 | 82309900 | 107140400 | 645762873000 | 3190 | 3320 | 3180 | 3310 | 197430900 |
580 | 21/05/2021 | 15583 | 65724200 | 57340300 | 342589936000 | 3340 | 3350 | 3270 | 3270 | 104101400 |
582 | 24/05/2021 | 11168 | 37292700 | 41275600 | 210192160000 | 3290 | 3330 | 3220 | 3260 | 64347100 |
583 | 25/05/2021 | 10140 | 29156000 | 42939400 | 205091687000 | 3290 | 3320 | 3270 | 3300 | 62218300 |
584 | 27/05/2021 | 17841 | 161975500 | 207108500 | 789090354000 | 3350 | 3400 | 3330 | 3380 | 233551300 |
585 | 28/05/2021 | 17566 | 45189600 | 31519500 | 289586484000 | 3380 | 3400 | 3260 | 3270 | 87439800 |
586 | 02/06/2021 | 18885 | 64802100 | 60833900 | 377324732000 | 3490 | 3500 | 3420 | 3450 | 108933400 |
587 | 03/06/2021 | 12282 | 39520300 | 52305300 | 267771368000 | 3420 | 3490 | 3420 | 3490 | 77627900 |
588 | 04/06/2021 | 13443 | 27144200 | 45815400 | 245953805000 | 3490 | 3510 | 3450 | 3500 | 70624200 |
589 | 07/06/2021 | 16552 | 23104400 | 75683700 | 440099886000 | 3540 | 3570 | 3500 | 3550 | 124440300 |
590 | 08/06/2021 | 14509 | 42487200 | 50694100 | 463420142000 | 3550 | 3550 | 3470 | 3500 | 132409400 |
591 | 09/06/2021 | 16435 | 31994700 | 57259100 | 377559186000 | 3340 | 3400 | 3310 | 3390 | 112204200 |
592 | 10/06/2021 | 18815 | 41421100 | 66455900 | 475557064000 | 3350 | 3500 | 3340 | 3480 | 137713700 |
593 | 11/06/2021 | 9887 | 30503600 | 74208300 | 285430879000 | 3490 | 3500 | 3420 | 3470 | 82336600 |
594 | 14/06/2021 | 8414 | 15467000 | 32344600 | 157439132000 | 3460 | 3470 | 3400 | 3410 | 46016500 |
595 | 15/06/2021 | 8246 | 30264500 | 48263800 | 207123968000 | 3410 | 3440 | 3380 | 3440 | 60528600 |
596 | 16/06/2021 | 7464 | 13481000 | 26141300 | 133258280000 | 3380 | 3430 | 3380 | 3410 | 39149800 |
597 | 17/06/2021 | 8483 | 19719200 | 24797400 | 169491404000 | 3370 | 3420 | 3350 | 3350 | 50286100 |
598 | 18/06/2021 | 15333 | 107814900 | 125040200 | 562815498000 | 3350 | 3400 | 3290 | 3350 | 168414300 |
599 | 21/06/2021 | 14061 | 32864500 | 42158900 | 245251210000 | 3280 | 3340 | 3260 | 3300 | 74248200 |
600 | 22/06/2021 | 11048 | 58879400 | 48017800 | 296970575000 | 3300 | 3370 | 3290 | 3300 | 89349200 |
601 | 23/06/2021 | 10498 | 32317900 | 50662100 | 276822733000 | 3310 | 3420 | 3310 | 3370 | 81901000 |
602 | 24/06/2021 | 16287 | 46360100 | 28947300 | 331655728000 | 3330 | 3360 | 3240 | 3250 | 101334200 |
603 | 25/06/2021 | 9276 | 24742900 | 36747100 | 190457128000 | 3250 | 3300 | 3240 | 3250 | 58330700 |
604 | 28/06/2021 | 16818 | 37779800 | 38147300 | 212027721000 | 3250 | 3260 | 3170 | 3170 | 66338900 |
605 | 29/06/2021 | 18153 | 95207800 | 72360100 | 394075241000 | 3190 | 3260 | 3150 | 3160 | 123411200 |
606 | 30/06/2021 | 22830 | 106718700 | 73200500 | 448774697000 | 3150 | 3180 | 3130 | 3150 | 142204500 |
607 | 01/07/2021 | 26665 | 92644700 | 64230600 | 448399771000 | 3160 | 3170 | 3090 | 3110 | 143665900 |
608 | 02/07/2021 | 26486 | 124152300 | 62591400 | 500338883000 | 3110 | 3130 | 3060 | 3070 | 161855700 |
609 | 05/07/2021 | 27536 | 90956300 | 40402900 | 406688458000 | 3070 | 3090 | 3010 | 3040 | 133815000 |
610 | 06/07/2021 | 27160 | 88936500 | 41826400 | 458604020000 | 3050 | 3070 | 3000 | 3010 | 151573500 |
611 | 07/07/2021 | 22711 | 57648900 | 68120900 | 335069368000 | 3030 | 3070 | 3010 | 3030 | 110215500 |
612 | 08/07/2021 | 27038 | 91252800 | 70876800 | 400657698000 | 3060 | 3060 | 3000 | 3010 | 132576600 |
613 | 09/07/2021 | 33901 | 70813700 | 171348000 | 696249844000 | 3040 | 3170 | 3030 | 3160 | 222916400 |
614 | 12/07/2021 | 14538 | 53234900 | 56008000 | 271237182000 | 3190 | 3190 | 3110 | 3130 | 86268000 |
615 | 13/07/2021 | 14389 | 45896100 | 42537800 | 256131413000 | 3160 | 3160 | 3050 | 3070 | 82856600 |
616 | 14/07/2021 | 13646 | 62870500 | 46039600 | 258502466000 | 3050 | 3070 | 3020 | 3060 | 84993400 |
617 | 15/07/2021 | 12484 | 37975400 | 61055600 | 274515205000 | 3110 | 3140 | 3080 | 3130 | 88092800 |
618 | 16/07/2021 | 9971 | 35382800 | 53821900 | 199886913000 | 3140 | 3170 | 3110 | 3170 | 63626300 |
619 | 19/07/2021 | 15260 | 42653600 | 96331400 | 372737798000 | 3160 | 3230 | 3150 | 3220 | 116219500 |
620 | 21/07/2021 | 11544 | 90234000 | 102076700 | 369524739000 | 3190 | 3240 | 3180 | 3210 | 115099400 |
621 | 22/07/2021 | 10130 | 25705200 | 40730200 | 158457735000 | 3210 | 3260 | 3210 | 3260 | 48865700 |
622 | 23/07/2021 | 13837 | 26585800 | 30197800 | 213999940000 | 3250 | 3250 | 3150 | 3170 | 67128400 |
623 | 26/07/2021 | 10512 | 28209600 | 40151600 | 176708567000 | 3140 | 3200 | 3140 | 3190 | 55525800 |
624 | 27/07/2021 | 10999 | 24577600 | 38411300 | 201287391000 | 3210 | 3270 | 3160 | 3270 | 62673400 |
625 | 28/07/2021 | 13356 | 62084000 | 73527500 | 329959301000 | 3250 | 3250 | 3150 | 3190 | 103282300 |
626 | 29/07/2021 | 14048 | 55518300 | 88521300 | 410918875000 | 3210 | 3290 | 3200 | 3230 | 126542400 |
627 | 30/07/2021 | 10191 | 61193600 | 67176600 | 309399060000 | 3200 | 3290 | 3200 | 3240 | 95143100 |
628 | 02/08/2021 | 16692 | 16930800 | 51646900 | 197474462000 | 3240 | 3310 | 3210 | 3310 | 60368200 |
629 | 03/08/2021 | 13875 | 43800700 | 53668800 | 298344980000 | 3310 | 3360 | 3290 | 3330 | 89712500 |
630 | 04/08/2021 | 9998 | 35774300 | 39652200 | 210664817000 | 3330 | 3370 | 3310 | 3370 | 63108600 |
631 | 05/08/2021 | 11049 | 54817000 | 55434100 | 300731566000 | 3360 | 3400 | 3320 | 3340 | 89742800 |
632 | 06/08/2021 | 6367 | 19755400 | 24701900 | 105520477000 | 3360 | 3380 | 3310 | 3320 | 31664200 |
633 | 09/08/2021 | 11349 | 54698900 | 38861700 | 229192443000 | 3260 | 3300 | 3220 | 3250 | 70299500 |
634 | 10/08/2021 | 7755 | 37000600 | 34471200 | 185408719000 | 3240 | 3270 | 3190 | 3230 | 57658000 |
635 | 12/08/2021 | 11771 | 35622300 | 55595100 | 306999771000 | 3260 | 3350 | 3240 | 3350 | 93133400 |
636 | 13/08/2021 | 8809 | 45844600 | 23854800 | 197917207000 | 3370 | 3380 | 3260 | 3300 | 59903600 |
637 | 16/08/2021 | 5946 | 18371300 | 31247900 | 128032590000 | 3300 | 3340 | 3290 | 3340 | 38661800 |
638 | 18/08/2021 | 21352 | 56228500 | 102252600 | 555770572000 | 3360 | 3440 | 3350 | 3420 | 162921300 |
639 | 19/08/2021 | 11468 | 38490100 | 63161500 | 341600716000 | 3410 | 3430 | 3360 | 3390 | 100851800 |
640 | 20/08/2021 | 11487 | 20354700 | 78282800 | 385346051000 | 3390 | 3430 | 3370 | 3400 | 113411000 |
641 | 23/08/2021 | 9777 | 13431100 | 41930100 | 219193765000 | 3420 | 3440 | 3400 | 3440 | 64122400 |
642 | 24/08/2021 | 11942 | 27944900 | 37514100 | 233442178000 | 3410 | 3420 | 3310 | 3400 | 69338100 |
643 | 25/08/2021 | 8906 | 41641400 | 51614000 | 224121208000 | 3390 | 3390 | 3330 | 3370 | 66618200 |
644 | 26/08/2021 | 7580 | 31744700 | 46924900 | 186479294000 | 3330 | 3360 | 3320 | 3360 | 55756100 |
645 | 27/08/2021 | 7609 | 38041900 | 40640900 | 207749997000 | 3370 | 3370 | 3310 | 3320 | 62419000 |
646 | 30/08/2021 | 8418 | 21725200 | 39204400 | 216778180000 | 3330 | 3400 | 3330 | 3400 | 64177700 |
647 | 01/09/2021 | 11461 | 49263100 | 50181100 | 286343341000 | 3420 | 3420 | 3330 | 3340 | 85135200 |
648 | 02/09/2021 | 5420 | 31369100 | 45085800 | 174041598000 | 3350 | 3390 | 3350 | 3370 | 51633800 |
649 | 03/09/2021 | 7047 | 17731000 | 43844700 | 221995738000 | 3400 | 3420 | 3370 | 3390 | 65479800 |
650 | 06/09/2021 | 7337 | 15646800 | 38929400 | 178548847000 | 3410 | 3410 | 3380 | 3390 | 52640400 |
651 | 07/09/2021 | 7566 | 13501600 | 32250600 | 144198596000 | 3410 | 3410 | 3360 | 3380 | 42617400 |
652 | 08/09/2021 | 12966 | 50083900 | 43483100 | 268452490000 | 3400 | 3400 | 3310 | 3330 | 80636800 |
653 | 09/09/2021 | 11482 | 20717800 | 62699200 | 276910621000 | 3360 | 3390 | 3330 | 3390 | 82214400 |
654 | 10/09/2021 | 8203 | 22141100 | 25682300 | 174258711000 | 3380 | 3390 | 3320 | 3330 | 52115300 |
655 | 13/09/2021 | 7356 | 23483900 | 20781800 | 151682908000 | 3310 | 3350 | 3300 | 3350 | 45547200 |
656 | 14/09/2021 | 18148 | 67945500 | 84936800 | 566590372000 | 3380 | 3450 | 3350 | 3440 | 166002100 |
657 | 15/09/2021 | 10407 | 38498600 | 61096500 | 251559802000 | 3430 | 3450 | 3410 | 3450 | 73158300 |
658 | 16/09/2021 | 8285 | 39375500 | 36394100 | 199803338000 | 3470 | 3470 | 3400 | 3440 | 58318700 |
659 | 17/09/2021 | 13044 | 59155000 | 99460300 | 409188352000 | 3400 | 3530 | 3390 | 3530 | 117573100 |
660 | 20/09/2021 | 13182 | 40295100 | 57164800 | 293611181000 | 3500 | 3520 | 3460 | 3520 | 83985100 |
661 | 21/09/2021 | 11051 | 48023300 | 60840300 | 337230417000 | 3500 | 3560 | 3480 | 3530 | 95848100 |
662 | 22/09/2021 | 10188 | 17318700 | 49198500 | 237937478000 | 3530 | 3590 | 3520 | 3590 | 66835200 |
663 | 23/09/2021 | 11630 | 62846500 | 89348400 | 373590492000 | 3600 | 3610 | 3550 | 3560 | 104737500 |
664 | 24/09/2021 | 7277 | 41247800 | 63772700 | 256941311000 | 3560 | 3580 | 3540 | 3560 | 72224500 |
665 | 27/09/2021 | 10049 | 43216900 | 59705500 | 307305794000 | 3530 | 3560 | 3480 | 3520 | 87303000 |
666 | 28/09/2021 | 6802 | 36759000 | 49223500 | 192586590000 | 3510 | 3540 | 3490 | 3530 | 54671700 |
667 | 29/09/2021 | 11418 | 30251400 | 41131200 | 187309794000 | 3490 | 3540 | 3490 | 3530 | 53170100 |
668 | 30/09/2021 | 17652 | 40964800 | 121879700 | 558863230000 | 3550 | 3690 | 3540 | 3690 | 153853900 |
669 | 01/10/2021 | 10379 | 60131300 | 94328300 | 402108220000 | 3680 | 3690 | 3610 | 3660 | 109898400 |
670 | 04/10/2021 | 11638 | 38378400 | 51146900 | 299444343000 | 3620 | 3670 | 3600 | 3670 | 82205100 |
671 | 05/10/2021 | 10285 | 82223500 | 72616100 | 512516935000 | 3670 | 3680 | 3620 | 3670 | 140488300 |
672 | 06/10/2021 | 16476 | 65508600 | 97901600 | 574403992000 | 3690 | 3770 | 3650 | 3760 | 153535700 |
673 | 07/10/2021 | 9293 | 26105000 | 35891500 | 211037121000 | 3720 | 3740 | 3690 | 3720 | 56837600 |
674 | 08/10/2021 | 13642 | 35868700 | 73658200 | 345176166000 | 3730 | 3800 | 3720 | 3800 | 91361800 |
675 | 11/10/2021 | 12835 | 40994500 | 58221700 | 301200126000 | 3800 | 3850 | 3770 | 3810 | 78865000 |
676 | 12/10/2021 | 12934 | 27521900 | 42926100 | 265249148000 | 3780 | 3840 | 3770 | 3780 | 69866300 |
677 | 13/10/2021 | 11876 | 35421100 | 51667700 | 328566651000 | 3750 | 3820 | 3750 | 3770 | 87143900 |
678 | 14/10/2021 | 10385 | 24650000 | 72914600 | 365161750000 | 3770 | 3830 | 3770 | 3830 | 95817900 |
679 | 15/10/2021 | 11674 | 32057600 | 31322200 | 264532641000 | 3840 | 3840 | 3750 | 3810 | 69707700 |
680 | 18/10/2021 | 9463 | 39739200 | 45347900 | 299599428000 | 3840 | 3840 | 3790 | 3790 | 78580700 |
681 | 19/10/2021 | 13654 | 20412100 | 19664700 | 228513983000 | 3750 | 3800 | 3720 | 3740 | 61095700 |
682 | 21/10/2021 | 17707 | 76591600 | 129007200 | 650977317000 | 3780 | 3880 | 3760 | 3850 | 169659500 |
683 | 22/10/2021 | 9305 | 24221000 | 40194700 | 230270122000 | 3860 | 3880 | 3820 | 3870 | 59640700 |
684 | 25/10/2021 | 11871 | 38690700 | 33927900 | 221060610000 | 3800 | 3840 | 3780 | 3780 | 58246300 |
685 | 26/10/2021 | 7931 | 42747100 | 45734600 | 222810106000 | 3800 | 3830 | 3780 | 3800 | 58615100 |
686 | 27/10/2021 | 8045 | 36458100 | 40599200 | 198081520000 | 3820 | 3830 | 3770 | 3790 | 52210100 |
687 | 28/10/2021 | 9898 | 35704800 | 35012200 | 229885535000 | 3820 | 3820 | 3710 | 3750 | 61151100 |
688 | 29/10/2021 | 8041 | 49934100 | 45430300 | 266201519000 | 3750 | 3810 | 3730 | 3800 | 70430900 |
689 | 01/11/2021 | 14494 | 35204900 | 33169600 | 244589395000 | 3810 | 3820 | 3700 | 3700 | 65447100 |
690 | 02/11/2021 | 12989 | 106523000 | 51069300 | 624549984000 | 3700 | 3710 | 3640 | 3660 | 170260000 |
691 | 03/11/2021 | 8307 | 31462200 | 27298700 | 180219678000 | 3620 | 3740 | 3620 | 3720 | 48810500 |
692 | 04/11/2021 | 6821 | 20281000 | 28127200 | 201087116000 | 3750 | 3780 | 3720 | 3770 | 53494200 |
693 | 05/11/2021 | 7166 | 21443200 | 33056600 | 161616594000 | 3760 | 3770 | 3710 | 3770 | 43133000 |
694 | 08/11/2021 | 8379 | 26687700 | 36656200 | 219338475000 | 3780 | 3780 | 3710 | 3750 | 58758600 |
695 | 09/11/2021 | 13895 | 55444700 | 39549900 | 343213314000 | 3730 | 3740 | 3680 | 3710 | 92427800 |
696 | 10/11/2021 | 9080 | 42985800 | 40758500 | 198113379000 | 3670 | 3720 | 3670 | 3700 | 53511200 |
697 | 11/11/2021 | 16152 | 83408500 | 49922400 | 350866987000 | 3700 | 3730 | 3640 | 3650 | 95789600 |
698 | 12/11/2021 | 18484 | 81413800 | 57787600 | 417015408000 | 3660 | 3660 | 3600 | 3600 | 115142400 |
699 | 15/11/2021 | 15280 | 63160800 | 62269600 | 329364150000 | 3600 | 3650 | 3600 | 3600 | 91001800 |
700 | 16/11/2021 | 11729 | 75879700 | 81707000 | 364219436000 | 3590 | 3680 | 3590 | 3670 | 99590700 |
701 | 17/11/2021 | 13877 | 64684600 | 40656200 | 297256919000 | 3690 | 3690 | 3600 | 3630 | 82023300 |
702 | 18/11/2021 | 6972 | 43401300 | 42642300 | 192950755000 | 3630 | 3640 | 3600 | 3630 | 53290400 |
703 | 19/11/2021 | 37936 | 84603900 | 204421900 | 1190022321000 | 3660 | 3920 | 3660 | 3900 | 310615000 |
704 | 22/11/2021 | 20644 | 104145400 | 78920800 | 791019944000 | 3920 | 3930 | 3780 | 3800 | 206683100 |
705 | 23/11/2021 | 9705 | 39134400 | 55318600 | 257990098000 | 3800 | 3850 | 3780 | 3800 | 67778800 |
706 | 24/11/2021 | 8401 | 55364300 | 37393200 | 256747776000 | 3840 | 3840 | 3790 | 3800 | 67303800 |
707 | 25/11/2021 | 26048 | 82301600 | 185153000 | 1057524978000 | 3880 | 4090 | 3850 | 4000 | 264897100 |
708 | 26/11/2021 | 15081 | 51409100 | 213635400 | 929610235000 | 4040 | 4050 | 3970 | 4010 | 231870300 |
709 | 29/11/2021 | 22423 | 119348900 | 144405400 | 934262847000 | 4010 | 4170 | 3980 | 4140 | 228774600 |
710 | 30/11/2021 | 20299 | 353754000 | 374834100 | 1763089669000 | 4150 | 4170 | 3990 | 3990 | 435800600 |
711 | 01/12/2021 | 23105 | 122295700 | 150053600 | 824749170000 | 4040 | 4150 | 4020 | 4080 | 200699200 |
712 | 02/12/2021 | 20432 | 56499000 | 80152000 | 483353793000 | 4140 | 4190 | 4100 | 4160 | 116093100 |
713 | 03/12/2021 | 12114 | 64034100 | 76637200 | 396855242000 | 4130 | 4180 | 4050 | 4070 | 96760700 |
714 | 06/12/2021 | 12851 | 61325100 | 68977300 | 444615933000 | 4060 | 4250 | 4050 | 4170 | 106756900 |
715 | 07/12/2021 | 11581 | 102623800 | 102364100 | 503758394000 | 4180 | 4200 | 4120 | 4150 | 121543400 |
716 | 08/12/2021 | 14801 | 80516300 | 62366500 | 464769268000 | 4100 | 4120 | 4010 | 4090 | 113845600 |
717 | 09/12/2021 | 9195 | 75321200 | 70395700 | 357985686000 | 4090 | 4150 | 4080 | 4150 | 86985800 |
718 | 10/12/2021 | 8875 | 56554600 | 41931800 | 372988697000 | 4070 | 4150 | 4070 | 4150 | 90725000 |
719 | 13/12/2021 | 9454 | 43075500 | 27129800 | 268147603000 | 4150 | 4150 | 4080 | 4080 | 65533000 |
720 | 14/12/2021 | 7178 | 43584200 | 50076500 | 309981818000 | 4120 | 4120 | 4070 | 4100 | 75736900 |
721 | 15/12/2021 | 9293 | 60958800 | 40696700 | 345930571000 | 4060 | 4140 | 4060 | 4080 | 84424500 |
722 | 16/12/2021 | 9548 | 77266300 | 60305500 | 402790457000 | 4110 | 4150 | 4060 | 4100 | 98164300 |
723 | 17/12/2021 | 10781 | 111100900 | 112121900 | 607572533000 | 4010 | 4100 | 4010 | 4100 | 149615800 |
724 | 20/12/2021 | 9383 | 43494500 | 53144500 | 297109906000 | 4070 | 4110 | 4040 | 4080 | 72794200 |
725 | 21/12/2021 | 12804 | 56571900 | 71621700 | 406890191000 | 4110 | 4190 | 4100 | 4160 | 98039300 |
726 | 22/12/2021 | 9084 | 34491600 | 35777300 | 209080644000 | 4160 | 4170 | 4110 | 4110 | 50574500 |
727 | 23/12/2021 | 7611 | 37256800 | 38536900 | 225226605000 | 4110 | 4160 | 4100 | 4160 | 54508200 |
728 | 24/12/2021 | 5738 | 20657800 | 6012500 | 119758181000 | 4160 | 4170 | 4100 | 4110 | 29075600 |
729 | 27/12/2021 | 5516 | 16760100 | 15292700 | 125844781000 | 4150 | 4150 | 4070 | 4080 | 30748000 |
730 | 28/12/2021 | 6699 | 12030900 | 27211600 | 160789984000 | 4080 | 4130 | 4050 | 4090 | 39443300 |
731 | 29/12/2021 | 5015 | 14370800 | 12155700 | 104761514000 | 4100 | 4130 | 4080 | 4080 | 25596100 |
732 | 30/12/2021 | 7748 | 35656000 | 26872700 | 205787419000 | 4130 | 4130 | 4040 | 4040 | 50575100 |
733 | 03/01/2022 | 10041 | 26679900 | 49184800 | 273137136000 | 4060 | 4180 | 4050 | 4180 | 65937900 |
734 | 04/01/2022 | 7383 | 30739200 | 24395200 | 179360606000 | 4180 | 4200 | 4150 | 4170 | 42984700 |
735 | 05/01/2022 | 18508 | 61011600 | 59175600 | 487285952000 | 4150 | 4190 | 4030 | 4050 | 119584700 |
736 | 06/01/2022 | 12192 | 42689200 | 63236000 | 364524434000 | 4090 | 4120 | 4030 | 4120 | 89197500 |
737 | 07/01/2022 | 10585 | 36391800 | 38119700 | 284506044000 | 4120 | 4190 | 4090 | 4170 | 68415100 |
738 | 10/01/2022 | 7007 | 30870600 | 32858500 | 186194188000 | 4180 | 4190 | 4100 | 4100 | 44921200 |
739 | 11/01/2022 | 10009 | 32609200 | 52441000 | 254399092000 | 4120 | 4160 | 4090 | 4090 | 61890200 |
740 | 12/01/2022 | 7486 | 35486700 | 35056800 | 184985007000 | 4110 | 4140 | 4070 | 4110 | 45132700 |
741 | 13/01/2022 | 9851 | 49344000 | 70621100 | 350285031000 | 4170 | 4180 | 4110 | 4180 | 84148400 |
742 | 14/01/2022 | 5608 | 20585100 | 19578800 | 117575006000 | 4140 | 4190 | 4130 | 4190 | 28193100 |
743 | 17/01/2022 | 6191 | 28191500 | 19245100 | 165990858000 | 4200 | 4200 | 4140 | 4180 | 39816300 |
744 | 18/01/2022 | 13974 | 39685100 | 81681600 | 472433422000 | 4200 | 4250 | 4160 | 4250 | 112212200 |
745 | 19/01/2022 | 7772 | 19945400 | 57189500 | 376474686000 | 4260 | 4260 | 4230 | 4250 | 88713900 |
746 | 20/01/2022 | 10406 | 55334800 | 79963900 | 425294580000 | 4300 | 4300 | 4190 | 4220 | 100014500 |
747 | 21/01/2022 | 10501 | 36869800 | 70495600 | 323107158000 | 4240 | 4330 | 4190 | 4330 | 75534800 |
748 | 24/01/2022 | 11149 | 44178000 | 49024200 | 301399972000 | 4260 | 4310 | 4250 | 4300 | 70404500 |
749 | 25/01/2022 | 10745 | 57806600 | 86489700 | 498371307000 | 4310 | 4320 | 4250 | 4290 | 116353600 |
750 | 26/01/2022 | 11352 | 68140000 | 104938700 | 554620690000 | 4380 | 4390 | 4290 | 4390 | 127641400 |
751 | 27/01/2022 | 15605 | 75055600 | 68557800 | 424213970000 | 4400 | 4400 | 4260 | 4270 | 98613900 |
752 | 28/01/2022 | 8901 | 40194800 | 42641000 | 262753892000 | 4260 | 4300 | 4230 | 4260 | 61686700 |
753 | 02/02/2022 | 11762 | 85444800 | 64430800 | 601069464000 | 4170 | 4200 | 4150 | 4170 | 144006000 |
754 | 03/02/2022 | 9994 | 32141000 | 46464200 | 243492962000 | 4200 | 4210 | 4160 | 4200 | 58212400 |
755 | 04/02/2022 | 10939 | 65977800 | 84167000 | 416246816000 | 4260 | 4260 | 4180 | 4230 | 98728700 |
756 | 07/02/2022 | 10082 | 42610900 | 79244500 | 385052515000 | 4230 | 4290 | 4210 | 4290 | 90285800 |
757 | 08/02/2022 | 9377 | 37509900 | 54618600 | 302385090000 | 4280 | 4280 | 4230 | 4230 | 71210400 |
758 | 09/02/2022 | 9625 | 37599400 | 73427200 | 405538555000 | 4280 | 4280 | 4210 | 4280 | 95375000 |
759 | 10/02/2022 | 21166 | 74445700 | 201174500 | 1033973370000 | 4400 | 4470 | 4340 | 4460 | 233984700 |
760 | 11/02/2022 | 10467 | 74301300 | 113798000 | 579846051000 | 4500 | 4550 | 4410 | 4450 | 130081900 |
761 | 14/02/2022 | 14420 | 64303500 | 68625400 | 457303229000 | 4380 | 4400 | 4310 | 4400 | 104903700 |
762 | 15/02/2022 | 9836 | 33216600 | 48873000 | 331309150000 | 4400 | 4440 | 4360 | 4410 | 75305900 |
763 | 16/02/2022 | 8785 | 55866100 | 76413000 | 397918198000 | 4420 | 4460 | 4380 | 4400 | 90121200 |
764 | 17/02/2022 | 6771 | 36056400 | 55243400 | 320727593000 | 4400 | 4440 | 4360 | 4410 | 72970200 |
765 | 18/02/2022 | 7887 | 43132400 | 56834700 | 313764250000 | 4420 | 4440 | 4370 | 4400 | 71111300 |
766 | 21/02/2022 | 11451 | 14144200 | 28751000 | 257811657000 | 4370 | 4420 | 4340 | 4370 | 58883000 |
767 | 22/02/2022 | 16233 | 44722300 | 54538100 | 458449367000 | 4320 | 4360 | 4250 | 4300 | 106985800 |
768 | 23/02/2022 | 10141 | 52764000 | 66460800 | 477750318000 | 4280 | 4370 | 4270 | 4350 | 110562400 |
769 | 24/02/2022 | 24074 | 85400000 | 50645700 | 535792651000 | 4280 | 4320 | 4200 | 4240 | 126158600 |
770 | 25/02/2022 | 14876 | 155674400 | 160441000 | 902967011000 | 4240 | 4350 | 4240 | 4340 | 208757000 |
771 | 01/03/2022 | 23714 | 110579000 | 139129000 | 920091488000 | 4640 | 4650 | 4350 | 4350 | 206416900 |
772 | 02/03/2022 | 17492 | 56695100 | 113238700 | 658981363000 | 4400 | 4400 | 4270 | 4290 | 152165300 |
773 | 04/03/2022 | 14867 | 77372100 | 140198300 | 679830435000 | 4440 | 4440 | 4300 | 4400 | 155369100 |
774 | 07/03/2022 | 23442 | 118549500 | 156104500 | 793404773000 | 4400 | 4530 | 4370 | 4510 | 177360400 |
775 | 08/03/2022 | 18553 | 117518700 | 193636500 | 1080112947000 | 4600 | 4700 | 4540 | 4620 | 234086000 |
776 | 09/03/2022 | 15974 | 95922300 | 88177000 | 648294987000 | 4550 | 4620 | 4420 | 4440 | 145145900 |
777 | 10/03/2022 | 13190 | 89969800 | 90291600 | 577901772000 | 4500 | 4500 | 4380 | 4410 | 130830800 |
778 | 11/03/2022 | 12969 | 79749100 | 116459400 | 644089544000 | 4410 | 4590 | 4400 | 4590 | 143446200 |
779 | 14/03/2022 | 13095 | 85593800 | 136212000 | 765383302000 | 4650 | 4670 | 4540 | 4580 | 166572700 |
780 | 15/03/2022 | 11239 | 77225300 | 212475900 | 1062878168000 | 4630 | 4630 | 4570 | 4620 | 231077800 |
781 | 16/03/2022 | 14705 | 59070300 | 83119900 | 505036044000 | 4660 | 4660 | 4550 | 4630 | 109961900 |
782 | 17/03/2022 | 24023 | 191764400 | 166970600 | 1107017152000 | 4550 | 4580 | 4450 | 4480 | 246300800 |
783 | 18/03/2022 | 6933 | 126397100 | 184506400 | 950722168000 | 4490 | 4540 | 4470 | 4540 | 210266100 |
784 | 21/03/2022 | 7193 | 35444600 | 51060400 | 362155407000 | 4550 | 4570 | 4520 | 4550 | 79691600 |
785 | 22/03/2022 | 7798 | 41595000 | 82700800 | 449803581000 | 4550 | 4580 | 4540 | 4550 | 98699900 |
786 | 23/03/2022 | 9105 | 26113100 | 63228000 | 355308293000 | 4550 | 4570 | 4500 | 4550 | 78299500 |
787 | 24/03/2022 | 7964 | 56770200 | 79747700 | 406778515000 | 4500 | 4570 | 4500 | 4560 | 89578400 |
788 | 25/03/2022 | 10697 | 63095400 | 56019200 | 405952713000 | 4510 | 4540 | 4480 | 4520 | 90053700 |
789 | 28/03/2022 | 10825 | 36355200 | 135483000 | 842388219000 | 4510 | 4600 | 4500 | 4600 | 184131000 |
790 | 29/03/2022 | 9463 | 29300900 | 61974600 | 357048321000 | 4600 | 4620 | 4560 | 4560 | 77920800 |
791 | 30/03/2022 | 6638 | 31938500 | 97096600 | 544144682000 | 4620 | 4620 | 4560 | 4580 | 118749100 |
792 | 01/04/2022 | 9760 | 37861400 | 70074000 | 394850658000 | 4550 | 4580 | 4530 | 4580 | 86590300 |
793 | 04/04/2022 | 12571 | 70389700 | 57565600 | 467577651000 | 4560 | 4570 | 4490 | 4540 | 103480300 |
794 | 05/04/2022 | 9123 | 22665500 | 21509700 | 235537117000 | 4550 | 4550 | 4500 | 4520 | 52172300 |
795 | 06/04/2022 | 15650 | 55637400 | 48436100 | 482615696000 | 4490 | 4500 | 4420 | 4430 | 108368800 |
796 | 07/04/2022 | 11190 | 63906100 | 93834400 | 649668852000 | 4450 | 4540 | 4440 | 4540 | 143921800 |
797 | 08/04/2022 | 11342 | 76340600 | 139743100 | 742070296000 | 4580 | 4610 | 4560 | 4580 | 161974500 |
798 | 11/04/2022 | 9346 | 22560400 | 58818300 | 414147154000 | 4610 | 4610 | 4550 | 4590 | 90521500 |
799 | 12/04/2022 | 10112 | 88430400 | 161825100 | 865929708000 | 4620 | 4630 | 4580 | 4630 | 187948000 |
800 | 13/04/2022 | 12019 | 40198200 | 129008800 | 924386548000 | 4700 | 4720 | 4650 | 4690 | 196864200 |
801 | 14/04/2022 | 7865 | 47012700 | 101609500 | 529030845000 | 4700 | 4730 | 4660 | 4680 | 112735200 |
802 | 18/04/2022 | 7200 | 22373700 | 87043900 | 568553852000 | 4720 | 4730 | 4690 | 4710 | 120778200 |
803 | 19/04/2022 | 7770 | 36542300 | 63146600 | 433306960000 | 4740 | 4750 | 4680 | 4680 | 92268300 |
804 | 20/04/2022 | 10719 | 50018200 | 37712000 | 411231018000 | 4680 | 4690 | 4620 | 4630 | 88360900 |
805 | 21/04/2022 | 9398 | 55624300 | 64240200 | 450894430000 | 4620 | 4670 | 4600 | 4620 | 97575800 |
806 | 22/04/2022 | 10548 | 42939100 | 62751200 | 468192776000 | 4620 | 4680 | 4580 | 4620 | 101299100 |
807 | 25/04/2022 | 9245 | 40021300 | 27729600 | 429297459000 | 4610 | 4720 | 4580 | 4710 | 92045500 |
808 | 26/04/2022 | 10665 | 40115200 | 57567700 | 406533777000 | 4680 | 4760 | 4670 | 4760 | 85945800 |
809 | 27/04/2022 | 10355 | 58681900 | 115722800 | 650003502000 | 4720 | 4790 | 4720 | 4770 | 136485600 |
810 | 28/04/2022 | 23449 | 149135200 | 89385200 | 928409761000 | 4850 | 4850 | 4620 | 4620 | 198484800 |
811 | 09/05/2022 | 49787 | 259204900 | 198822600 | 1509964168000 | 4560 | 4560 | 4300 | 4310 | 343682000 |
812 | 10/05/2022 | 28988 | 188564500 | 102832000 | 1195761800000 | 4120 | 4380 | 4120 | 4340 | 281386300 |
813 | 11/05/2022 | 20180 | 88242900 | 63394400 | 679987963000 | 4400 | 4480 | 4330 | 4330 | 154455400 |
814 | 12/05/2022 | 21121 | 186263700 | 186849000 | 1005491901000 | 4340 | 4390 | 4250 | 4300 | 233518500 |
815 | 13/05/2022 | 15331 | 163609200 | 103680900 | 818880936000 | 4250 | 4350 | 4230 | 4260 | 190889200 |
816 | 17/05/2022 | 23362 | 146676800 | 99001200 | 721819031000 | 4250 | 4290 | 4180 | 4180 | 170880700 |
817 | 18/05/2022 | 17707 | 127999700 | 142896000 | 786481275000 | 4230 | 4290 | 4190 | 4250 | 185359500 |
818 | 19/05/2022 | 17840 | 82637500 | 72007100 | 471898424000 | 4180 | 4230 | 4150 | 4210 | 112679300 |
819 | 20/05/2022 | 14908 | 120808400 | 82876800 | 595103966000 | 4220 | 4230 | 4170 | 4170 | 141701800 |
820 | 23/05/2022 | 24963 | 110751000 | 125131200 | 810176210000 | 4160 | 4180 | 4070 | 4110 | 196569900 |
821 | 24/05/2022 | 12657 | 109347500 | 87711300 | 629634862000 | 4120 | 4200 | 4120 | 4150 | 151693700 |
822 | 25/05/2022 | 15565 | 90663400 | 82771900 | 697427375000 | 4200 | 4210 | 4150 | 4200 | 166595400 |
823 | 27/05/2022 | 16738 | 139527100 | 124207800 | 796520814000 | 4260 | 4300 | 4210 | 4300 | 186513500 |
824 | 30/05/2022 | 15718 | 61078800 | 62411400 | 456600586000 | 4340 | 4340 | 4200 | 4250 | 107614100 |
825 | 02/06/2022 | 18558 | 108324000 | 131028100 | 710641316000 | 4390 | 4390 | 4270 | 4290 | 164481100 |
826 | 03/06/2022 | 13281 | 58159500 | 60471300 | 473237857000 | 4310 | 4390 | 4300 | 4310 | 108852800 |
827 | 06/06/2022 | 9985 | 38912100 | 32121800 | 341002816000 | 4310 | 4340 | 4270 | 4340 | 79319400 |
828 | 07/06/2022 | 14995 | 103395800 | 37325100 | 609552616000 | 4340 | 4340 | 4250 | 4250 | 142504000 |
829 | 08/06/2022 | 34769 | 110591800 | 76095900 | 832671105000 | 4150 | 4170 | 4080 | 4100 | 202555900 |
830 | 09/06/2022 | 30440 | 90313300 | 71816000 | 604690493000 | 4080 | 4130 | 4050 | 4050 | 148580200 |
831 | 10/06/2022 | 20390 | 88795300 | 65760100 | 762572383000 | 4040 | 4080 | 4000 | 4020 | 189186700 |
832 | 13/06/2022 | 19709 | 64370700 | 67372000 | 627695497000 | 3950 | 4100 | 3930 | 4080 | 156054900 |
833 | 14/06/2022 | 14705 | 77950300 | 49399000 | 479325155000 | 4050 | 4120 | 4020 | 4110 | 117325600 |
834 | 15/06/2022 | 11561 | 74737200 | 30506400 | 384737399000 | 4060 | 4080 | 4030 | 4060 | 94848800 |
835 | 16/06/2022 | 12533 | 57693000 | 52261600 | 390269144000 | 4120 | 4120 | 4030 | 4040 | 96042200 |
836 | 17/06/2022 | 15183 | 130324400 | 109822300 | 688930750000 | 4010 | 4120 | 3980 | 4120 | 169375800 |
837 | 20/06/2022 | 10956 | 67243800 | 22478200 | 330387624000 | 4050 | 4060 | 4000 | 4040 | 82101200 |
838 | 21/06/2022 | 12016 | 30999900 | 44604200 | 316857669000 | 4060 | 4120 | 4030 | 4110 | 77489000 |
839 | 22/06/2022 | 9715 | 41460900 | 39149900 | 247196943000 | 4090 | 4090 | 4040 | 4050 | 60907800 |
840 | 23/06/2022 | 14447 | 64085100 | 50608200 | 416191691000 | 4030 | 4160 | 4030 | 4160 | 101065400 |
841 | 24/06/2022 | 13847 | 41808000 | 48496500 | 337487451000 | 4230 | 4230 | 4100 | 4150 | 81050700 |
842 | 27/06/2022 | 12829 | 61511800 | 30094600 | 291460368000 | 4110 | 4120 | 4040 | 4070 | 71574300 |
843 | 28/06/2022 | 12951 | 95941200 | 63479600 | 452106688000 | 4010 | 4050 | 4000 | 4030 | 128618800 |
844 | 29/06/2022 | 7565 | 35255200 | 33602800 | 230023564000 | 4000 | 4080 | 4000 | 4040 | 72888100 |
845 | 30/06/2022 | 11037 | 85017000 | 79527100 | 471982428000 | 4110 | 4110 | 4000 | 4000 | 116718900 |
846 | 01/07/2022 | 8597 | 28670900 | 23808500 | 159055543000 | 4010 | 4040 | 4000 | 4020 | 39572500 |
847 | 04/07/2022 | 18376 | 73480400 | 55131200 | 456865572000 | 4020 | 4040 | 3840 | 3990 | 115885200 |
848 | 05/07/2022 | 13019 | 42209200 | 34563500 | 290831094000 | 4010 | 4070 | 3950 | 3990 | 72329600 |
849 | 06/07/2022 | 8917 | 45725000 | 42997500 | 251474648000 | 4050 | 4050 | 3970 | 4020 | 62679000 |
850 | 07/07/2022 | 6469 | 30297400 | 29243200 | 170962971000 | 4040 | 4050 | 4010 | 4040 | 42393800 |
851 | 08/07/2022 | 8766 | 44121700 | 52633900 | 257352885000 | 4050 | 4060 | 4000 | 4010 | 64049000 |
852 | 11/07/2022 | 6639 | 23985300 | 32033300 | 170513730000 | 4100 | 4100 | 4000 | 4040 | 42258000 |
853 | 12/07/2022 | 6232 | 33568600 | 38430800 | 174515516000 | 4060 | 4060 | 4010 | 4010 | 43399800 |
854 | 13/07/2022 | 13656 | 72969200 | 62874900 | 382021728000 | 4010 | 4030 | 3930 | 3940 | 96218200 |
855 | 14/07/2022 | 9668 | 47822700 | 58656500 | 273863231000 | 3940 | 4020 | 3900 | 4020 | 68708500 |
856 | 15/07/2022 | 20103 | 49113600 | 124781700 | 604575541000 | 4040 | 4210 | 4010 | 4150 | 146093800 |
857 | 18/07/2022 | 10354 | 50669900 | 55305800 | 347083598000 | 4110 | 4190 | 4070 | 4190 | 84009400 |
858 | 19/07/2022 | 7929 | 64927900 | 70766900 | 380622487000 | 4190 | 4190 | 4130 | 4160 | 91367900 |
859 | 20/07/2022 | 10151 | 36898600 | 39929100 | 345642368000 | 4140 | 4220 | 4140 | 4210 | 82344000 |
860 | 21/07/2022 | 8168 | 43998500 | 90019600 | 452934688000 | 4210 | 4260 | 4180 | 4260 | 107234600 |
861 | 22/07/2022 | 7592 | 47191200 | 34770300 | 252450009000 | 4240 | 4240 | 4190 | 4230 | 59792300 |
862 | 25/07/2022 | 6084 | 23388700 | 32641500 | 157808768000 | 4240 | 4260 | 4220 | 4240 | 37218000 |
863 | 26/07/2022 | 6961 | 33951100 | 36407400 | 210451309000 | 4240 | 4250 | 4190 | 4250 | 49786900 |
864 | 27/07/2022 | 7035 | 46109700 | 48974300 | 258126292000 | 4230 | 4300 | 4210 | 4300 | 60672300 |
865 | 28/07/2022 | 11404 | 58894300 | 58020500 | 470752298000 | 4310 | 4320 | 4190 | 4240 | 110767300 |
866 | 29/07/2022 | 10031 | 56038800 | 91138700 | 461213044000 | 4280 | 4300 | 4210 | 4230 | 108823600 |
867 | 01/08/2022 | 9428 | 44843800 | 92992700 | 447671621000 | 4230 | 4300 | 4230 | 4300 | 104724300 |
868 | 02/08/2022 | 13684 | 56907900 | 71830400 | 489576767000 | 4350 | 4450 | 4250 | 4450 | 112228800 |
869 | 03/08/2022 | 27046 | 129898400 | 190083500 | 1132268104000 | 4450 | 4590 | 4410 | 4500 | 251825000 |
870 | 04/08/2022 | 13247 | 95207000 | 128931100 | 720604225000 | 4450 | 4550 | 4450 | 4550 | 186881500 |
871 | 05/08/2022 | 17097 | 94875800 | 239427400 | 1243989702000 | 4590 | 4650 | 4530 | 4650 | 268967200 |
872 | 08/08/2022 | 15812 | 73028500 | 180906700 | 894555296000 | 4700 | 4700 | 4650 | 4700 | 191023500 |
873 | 09/08/2022 | 13749 | 91320900 | 136591600 | 764235246000 | 4700 | 4700 | 4630 | 4640 | 164453900 |
874 | 10/08/2022 | 14240 | 96631700 | 107180600 | 737186106000 | 4530 | 4590 | 4490 | 4560 | 162061400 |
875 | 11/08/2022 | 12280 | 67539800 | 106902900 | 565471372000 | 4550 | 4610 | 4520 | 4570 | 123629000 |
876 | 12/08/2022 | 8858 | 72712200 | 100331900 | 568302474000 | 4570 | 4600 | 4530 | 4550 | 124552500 |
877 | 15/08/2022 | 15049 | 90662200 | 88960700 | 614442832000 | 4540 | 4570 | 4440 | 4450 | 136882800 |
878 | 16/08/2022 | 9884 | 95447600 | 88601900 | 570866089000 | 4530 | 4580 | 4410 | 4410 | 127710800 |
879 | 18/08/2022 | 15408 | 112120100 | 160181600 | 813359760000 | 4360 | 4550 | 4350 | 4550 | 182044300 |
880 | 19/08/2022 | 10447 | 68423700 | 150147200 | 812559315000 | 4560 | 4610 | 4460 | 4600 | 177623900 |
881 | 22/08/2022 | 10741 | 79307400 | 176711400 | 934041944000 | 4550 | 4660 | 4530 | 4650 | 202320400 |
882 | 23/08/2022 | 14081 | 158366800 | 196540600 | 1071742677000 | 4680 | 4710 | 4610 | 4660 | 229431400 |
883 | 24/08/2022 | 11482 | 102696000 | 164946500 | 892798793000 | 4660 | 4770 | 4600 | 4750 | 189007900 |
884 | 25/08/2022 | 19746 | 139636700 | 92389000 | 825512437000 | 4680 | 4700 | 4560 | 4570 | 179495700 |
885 | 26/08/2022 | 16983 | 150600900 | 92271100 | 830362943000 | 4510 | 4540 | 4480 | 4490 | 184317100 |
886 | 29/08/2022 | 10458 | 53352900 | 46522000 | 505546331000 | 4370 | 4550 | 4360 | 4520 | 101529800 |
887 | 30/08/2022 | 10318 | 63585700 | 53162100 | 467102002000 | 4580 | 4620 | 4480 | 4480 | 118884300 |
888 | 31/08/2022 | 14305 | 113298200 | 133737600 | 794832029000 | 4420 | 4600 | 4420 | 4560 | 175300400 |
889 | 01/09/2022 | 13010 | 75724200 | 93112000 | 555444052000 | 4560 | 4650 | 4530 | 4580 | 120871700 |
890 | 02/09/2022 | 9365 | 52166900 | 77163800 | 415630345000 | 4540 | 4620 | 4540 | 4600 | 106985000 |
891 | 05/09/2022 | 7770 | 38308300 | 47310800 | 355556675000 | 4560 | 4630 | 4550 | 4620 | 77323800 |
892 | 06/09/2022 | 8563 | 36741900 | 33923100 | 282649554000 | 4610 | 4620 | 4510 | 4510 | 61970100 |
893 | 07/09/2022 | 11854 | 40309400 | 55872200 | 422367010000 | 4500 | 4560 | 4480 | 4490 | 106145700 |
894 | 08/09/2022 | 10769 | 48596000 | 86585300 | 566519576000 | 4500 | 4640 | 4500 | 4560 | 123389200 |
895 | 09/09/2022 | 8267 | 25232400 | 28936200 | 229843686000 | 4550 | 4600 | 4530 | 4600 | 50307800 |
896 | 12/09/2022 | 8930 | 45686500 | 34833300 | 340545808000 | 4600 | 4600 | 4530 | 4540 | 74820600 |
897 | 13/09/2022 | 11289 | 53263700 | 58183300 | 414745333000 | 4540 | 4560 | 4520 | 4520 | 91510200 |
898 | 14/09/2022 | 15378 | 67707100 | 42617300 | 439845966000 | 4490 | 4530 | 4460 | 4480 | 97919200 |
899 | 15/09/2022 | 12775 | 45549900 | 75789300 | 571933775000 | 4540 | 4600 | 4500 | 4500 | 125599900 |
900 | 16/09/2022 | 18493 | 150702200 | 117136900 | 931426933000 | 4500 | 4500 | 4410 | 4410 | 210277300 |
901 | 19/09/2022 | 11213 | 69520100 | 67532200 | 524372312000 | 4460 | 4560 | 4440 | 4500 | 116164500 |
902 | 20/09/2022 | 7980 | 68637400 | 55295100 | 453684216000 | 4530 | 4540 | 4480 | 4480 | 100743700 |
903 | 21/09/2022 | 9618 | 80464800 | 24676800 | 405334066000 | 4450 | 4470 | 4410 | 4430 | 91363200 |
904 | 22/09/2022 | 10715 | 72232600 | 31893700 | 397999293000 | 4400 | 4450 | 4380 | 4430 | 89922900 |
905 | 23/09/2022 | 14560 | 64196100 | 29778300 | 421654641000 | 4400 | 4430 | 4380 | 4380 | 95911400 |
906 | 26/09/2022 | 13527 | 73983900 | 63883900 | 585242593000 | 4390 | 4510 | 4300 | 4460 | 132185400 |
907 | 27/09/2022 | 12288 | 91387800 | 62516200 | 545766021000 | 4450 | 4470 | 4380 | 4440 | 123113800 |
908 | 28/09/2022 | 9117 | 65609500 | 79719200 | 468043997000 | 4430 | 4530 | 4400 | 4470 | 104385500 |
909 | 29/09/2022 | 7921 | 84552000 | 61290600 | 401553687000 | 4460 | 4500 | 4420 | 4440 | 90290400 |
910 | 30/09/2022 | 10415 | 84098400 | 76160300 | 496974630000 | 4400 | 4500 | 4390 | 4460 | 111482000 |
911 | 03/10/2022 | 9152 | 61540500 | 59430000 | 344577675000 | 4460 | 4470 | 4380 | 4460 | 77569100 |
912 | 04/10/2022 | 9516 | 59429500 | 55496700 | 392423373000 | 4460 | 4510 | 4430 | 4440 | 87832800 |
913 | 05/10/2022 | 10345 | 26230300 | 36920300 | 278363785000 | 4490 | 4540 | 4460 | 4460 | 61888400 |
914 | 06/10/2022 | 7970 | 41256100 | 24880700 | 268159396000 | 4460 | 4480 | 4420 | 4430 | 60464300 |
915 | 07/10/2022 | 17676 | 86074800 | 29882600 | 449141340000 | 4400 | 4430 | 4350 | 4350 | 102570000 |
916 | 10/10/2022 | 11633 | 51868800 | 28928600 | 316916632000 | 4340 | 4420 | 4330 | 4420 | 72389100 |
917 | 11/10/2022 | 15104 | 89794500 | 45052500 | 470911272000 | 4360 | 4380 | 4310 | 4310 | 108794500 |
918 | 12/10/2022 | 11698 | 88163100 | 77178700 | 466262725000 | 4300 | 4350 | 4280 | 4340 | 107938600 |
919 | 13/10/2022 | 8285 | 60527300 | 47939800 | 302193778000 | 4330 | 4350 | 4290 | 4300 | 70034500 |
920 | 14/10/2022 | 7168 | 55446600 | 52398600 | 295461805000 | 4360 | 4360 | 4290 | 4290 | 68096300 |
921 | 17/10/2022 | 10337 | 72535400 | 55148000 | 386181735000 | 4200 | 4330 | 4200 | 4330 | 90321700 |
922 | 18/10/2022 | 8000 | 64726700 | 30943100 | 311413244000 | 4310 | 4340 | 4250 | 4250 | 72516000 |
923 | 19/10/2022 | 8684 | 52698100 | 41579300 | 279449720000 | 4220 | 4300 | 4200 | 4200 | 65848300 |
924 | 20/10/2022 | 10692 | 128980300 | 136121000 | 714481636000 | 4200 | 4350 | 4200 | 4350 | 165391500 |
925 | 21/10/2022 | 9249 | 40152500 | 68183900 | 348543608000 | 4300 | 4390 | 4300 | 4360 | 79825700 |
926 | 24/10/2022 | 8036 | 21273800 | 56495900 | 339408384000 | 4380 | 4450 | 4380 | 4410 | 76777200 |
927 | 25/10/2022 | 9179 | 83016000 | 82262900 | 481888797000 | 4430 | 4470 | 4390 | 4390 | 109154300 |
928 | 26/10/2022 | 7200 | 67439900 | 52270300 | 369936183000 | 4420 | 4430 | 4330 | 4370 | 97320500 |
929 | 27/10/2022 | 8258 | 63615700 | 63650300 | 350720763000 | 4390 | 4410 | 4340 | 4370 | 80270300 |
930 | 28/10/2022 | 9147 | 33888700 | 51396200 | 303237330000 | 4420 | 4450 | 4380 | 4450 | 91101500 |
Kita bisa melakukan ploting dan perhitungan Akumulasi Foreign Buy – Foreign Sell dengan rumus

Pergerakan Harga Saham vs Akumulasi Asing
Pembahasan detail mengenai Memantau pergerakan dana asing / foreign flow silahkan untuk dibaca.
Algoritma Machine Learning
Pemaparan sebelumnya telah dijelaskan bahwa pada metode statistika diharus membutuhkan beberapa asumsi yang harus dipenuhi untuk dapat digunakan sebagai metode yang tepat pada forecasting seperti contoh nya Pengertian dan Cara Perhitungan ARIMA serta Prediksi Model ARIMA
Metode yang akan digunakan nanti menggunakan algoritma machine learning Multi Layer Perceptron atau disingkat dengan MLP. Penjelasan MLP bisa kalian pelajari di Belajar Algoritma Multi Layer Percepton
Model/Arsitektur yang kita akan gunakan menggunakan multi layer perceptron dengan fungsi aktifasi MSE serta loss function MSE. Adapun Framework /package forecasting machine learning menggunakan Torch
- Penjelasan Torch bisa kalian pelajari di Machine Learning dengan Torch
- Adapun fundamental torch bisa kalian pelajari disini (masih menggunakan bahasa Python) https://softscients.com/?s=torch
Split dataset training dan testing
Kita akan melakukan split dataset dengan aturan sebagai berikut
- Training : dari 01 Januari 2019 sd 31 Desember 2021
- Testing: dari 01 Januari 2022 sd 30 Oktober 2022
Atribut input yaitu
- Open, High, Low, Close, Foreign Buy, Foreign Sell, Volume
Atribut Output yaitu
- Close dihari berikutnya
atau bila dirumuskan yaitu
Arsitektur /Model Machine Learning
Adapun arsitektur/model machine learning yang digunakan terdiri dari beberapa layer dengan total 6221 paramater. Berikut arsitektur yang digunakan
net <- nn_module( "Model-saham", initialize = function(){ self$layer1 = nn_linear(in_features = ncol(x.df.train), out_features = 100) self$layer2 = nn_linear(in_features = 100, out_features = 50) self$layer3 = nn_linear(in_features = 50, out_features = 10) self$layer4 = nn_linear(in_features = 10, out_features = 5) self$layer5 = nn_linear(in_features = 5, out_features = 1) self$sigmoid = nn_sigmoid() #self$relu = nn_relu() }, forward = function(x){ x %>% self$layer1() %>% self$sigmoid() %>% self$layer2() %>% self$sigmoid() %>% self$layer3() %>% self$sigmoid() %>% self$layer4() %>% self$sigmoid() %>% self$layer5() %>% self$sigmoid() } )
An `nn_module` containing 6,221 parameters. ── Modules ────────────────────────────────────────────────────────────────────── • layer1: <nn_linear> #600 parameters • layer2: <nn_linear> #5,050 parameters • layer3: <nn_linear> #510 parameters • layer4: <nn_linear> #55 parameters • layer5: <nn_linear> #6 parameters • sigmoid: <nn_sigmoid> #0 parameters
Activation dan Loss Function
Fungsi aktifasi menggunakan sigmoid oleh sebab itu diperlukan teknik normalisasi dengan rumus Pengertian dan Cara Normalisasi Data dengan nilai maksimal = 1 dan minimal = 0 maka rumus normalisasi dan denormalisasi yaitu
normalisasi
denormalisasi
Berikut potongan kode yang digunakan untuk persiapan datasetnya
df.train.norm = normalisasi(df.train %>% select(!Date),MAKSIMAL,MINIMAL) df.test.norm = normalisasi(df.test %>% select(!Date),MAKSIMAL,MINIMAL) x.df.train = df.train.norm %>% select(Open,High,Low,Close,ForeignBuy,ForeignSell,Volume) y.df.train = df.train.norm %>% select(Close2) #sebagai target
sedangkan untuk loss function menggunakan MSE – Mean Square Error – Pytorch Membuat Function Loss. Berikut grafik loss per epoch yang bisa dilihat mengalami penurunan untuk setiap epoch dengan maksimal epoch 10 ribu kali.
l = c() for (epoch in c(1:10000)){ optimizer$zero_grad() output = model(x_train) loss = criterion(output,y_train) loss$backward() optimizer$step() l = c(l,loss$item()) if(epoch %% 100==0){ cat(epoch,loss$item(),'\n') } }

Loss untuk setiap Epoch
Hasil Pelatihan dataset training dan pengujian
Hasil pelatihan menunjukan nilai RMSE yang kecil. Forecasting Pergerakan Saham dan Foreign Flow pada dataset training dan testing sebagai berikut

Hasil prediksi saham
Disimpulkan bahwa algoritma machine learning Forecasting Pergerakan Saham dan Foreign Flow
- Sesi training menghasilkan RMSE dengan nilai 61.3 dengan plot Prediksi mengikuti target Close
- Sesi testing menghasilkan RMSE dengan nilai 109.6 dengan beberapa grafik under performance dibeberapa titik seperti pada bulan april dan september 2022
Forecasting Pergerakan Saham dan Foreign Flow dapat digunakan sebagai atribut input pada machine learning multi layer perceptron.
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